🕷️ Crawler Inspector

URL Lookup

Direct Parameter Lookup

Raw Queries and Responses

1. Shard Calculation

Query:

Response:

Calculated Shard: 81 (from laksa169)

2. Crawled Status Check

Query:

curl -X POST \
  'http://laksa081.int.ahrefs:8124/' \
  -H 'Content-Type: text/plain' \
  -H 'X-ClickHouse-Database: crawler3' \
  -H 'Authorization: Basic YXBpOg==' \
  -d 'SELECT getAhrefsURLFromUnparsed(src_unparsed) AS found_url, ifNull(toUnixTimestamp(download_stamp), 0) AS crawl_time, ifNull(toUnixTimestamp(props_url_first_seen), 0) AS first_indexed_time, download_http_code AS http_code, src_unparsed AS src_unparsed, src_root_hash AS src_root_hash, history_drop_reason AS history_drop_reason, meta_title AS meta_title, meta_descriptions AS meta_descriptions, attrs_boilerpipe_text AS attrs_boilerpipe_text, attrs_markdown AS attrs_markdown, attrs_readable_markdown AS attrs_readable_markdown, meta_canonical AS meta_canonical FROM crawler3.page_info_local FINAL PREWHERE (src_root_hash, src_unparsed) IN ((getAhrefsRootHashFromUnparsed(getAhrefsUnparsedNoserviceFromURL(\'https://www.capterra.com/p/191760/Anaconda/\')), getAhrefsUnparsedNoserviceFromURL(\'https://www.capterra.com/p/191760/Anaconda/\'))) FORMAT JSONEachRow'

Response:

{"found_url":"https:\/\/www.capterra.com\/p\/191760\/Anaconda\/","crawl_time":1774657111,"first_indexed_time":1573975504,"http_code":200,"src_unparsed":"com,capterra!www,\/p\/191760\/Anaconda\/ s443","src_root_hash":"15480980556975685681","history_drop_reason":null,"meta_title":"Anaconda Software Pricing, Alternatives & More 2026 | Capterra","meta_descriptions":["With the help of Capterra, learn about Anaconda Software - reviews, pricing plans, popular comparisons to other Machine Learning products and more."],"attrs_boilerpipe_text":"Machine Learning Software\nAnaconda\nAnaconda Software Review 2026: Features, Integrations, Pros & Cons\nLast updated on March 13, 2026\nProvider data verified by our Software Research team, and reviews moderated by our Reviews Verification team.\nWhat is Anaconda?\nWith 43 million users, Anaconda is the world’s most popular data science platform and the foundation of modern AI development. We pioneered the use of Python for data science, champion its vibrant community, and continue to steward open-source projects that make possible the advancements of tomorrow. Our enterprise-grade solutions enable corporate, research, and academic organizations around the world to harness the power of open source for competitive advantage, groundbreaking research, and a better world.\nOverall rating\nBased on 86 user reviews\nReviews sentiment\nPositive\n95%\nNeutral\n5%\nNegative\n0%\nContact vendor\nfor pricing\nFree trial\navailable\nCompare with a popular alternative\nCapterra selects software alternatives based on relevant features, verified user reviews and user interactions. Placement may be influenced by client status.\nAnaconda\n4.6\n(86)\nVS.\nStarting Price\nContact vendor\nStarting Price\nContact vendor\nFree Trial\nFree Version\nPricing Options\nFree Trial\nFree Version\nEase Of Use\n4.4 (86)\nEase Of Use\n4.1 (2,255)\nValue For Money\n4.6 (58)\nValue For Money\n3.7 (1,737)\nCustomer Service\n4.0 (52)\nCustomer Service\n3.9 (1,681)\nStarting price\n$1851.00\nPer User, Per Month\nPricing Options\nFree Trial\nFree Version\nUser Rating\n93%\nof reviewers\nrated it above 4 stars\nStarting price\nContact vendor for pricing\nPricing Options\nFree Trial\nFree Version\nUser Rating\n96%\nof reviewers\nrated it above 4 stars\nLearn More\nHighest Rated\nStarting price\nContact vendor for pricing\nPricing Options\nFree Trial\nFree Version\nUser Rating\n100%\nof reviewers\nrated it above 4 stars\nLearn More\nStarting price\nContact vendor for pricing\nPricing Options\nFree Trial\nFree Version\nUser Rating\n90%\nof reviewers\nrated it above 4 stars\nLearn More\nFeatures with the highest number of reviews are displayed first. Those that have no reviews appear next, sorted alphabetically.\nPredictive Analytics\n4.2\n(21)\n71.43% of 21 reviewers that rated this feature as important or highly important\nPredict future data based on historical data sets\nPredictive Modeling\n4.4\n(21)\n71.43% of 21 reviewers that rated this feature as important or highly important\nAnalyzing historical and current data and generating a model to help predict future outcomes.\nData Visualization\n4.2\n(5)\n60.00% of 5 reviewers that rated this feature as important or highly important\nGraphical representation of data\nModel Training\n4.8\n(5)\n120.00% of 5 reviewers that rated this feature as important or highly important\nProcess of testing an ML algorithm by feeding it training data to learn from\nAPI\n4.3\n(4)\n50.00% of 4 reviewers that rated this feature as important or highly important\nApplication programming interface that allows for integration with other systems\/databases\nML Algorithm Library\n4.5\n(4)\n100.00% of 4 reviewers that rated this feature as important or highly important\nShare, track, and store machine learning models and data.\nAnaconda 42 features\nDefine levels of authorization for access to specific files or systems\nSoftware program that continuously adjusts its behavior based on observed data\nApplication programming interface that allows for integration with other systems\/databases\nAI-based platform which conducts a conversation via auditory or textual methods\nProvides a channel for team members to share media files, communicate, and work together\nTrack and manage adherence to policies for any service, product, process, or supplier\nAssembly of graphs and charts for visualizing and tracking statistics\/metrics\nCreation and customization of dashboards\nImport, collect, and capture data from multiple sources\nRemoves data that is incomplete, inaccurate, or irrelevant from a dataset\nConnect to big data sources\nDiscover and connect variety of data sources to the application for analysis\nAutomatically retrieve and pull information from documents, websites, images, data sets, and other sources\nImport and export data to and from software applications\nAbility to handle large datasets\nTransforming raw data to run it through machine learning algorithms to uncover insights or make predictions.\nProtect sensitive data for digital privacy\nManage and store data in a database\nGraphical representation of data\nArtificial neural networks using multiple layers of processing are used to extract progressively higher level features from data.\nProcess and analyze large volume of data\nCompliant with HIPAA, which sets standards for sensitive patient data protection\nAccountability over info\/data that ensures appropriate behavior in the valuation, creation, storage, use, archiving & deletion of info.\nTracking the status of previously identified performance measurements\nEnable businesses to implement machine learning algorithms on business data such as sales and revenue\nShare, track, and store machine learning models and data.\nProcess of testing an ML algorithm by feeding it training data to learn from\nAllows users to manage data from a number of sources\nProcess and analyze human language in text or audio form\nPredict future data based on historical data sets\nAnalyzing historical and current data and generating a model to help predict future outcomes.\nPublish dashboard publicly on various platforms\nView and track pertinent metrics to find patterns and gain insights from data\nSet & manage permission levels based on user roles and restrict access to only authorized individuals\nDisplay aggregated data points on one page for a bird's eye view assessment\nAllow users to access multiple services after entering their login credentials once\nApply statistical\/mathematical models to sets of data\nManage user accounts, profiles, roles, permissions, and other details across applications, devices or networks\nTrack revisions and updates made to files and navigate between different versions\nInteract with data visualization elements, such as charts and graphs, to drill down into data\nProcess of visually navigating data and applying analytics to detect patterns, gain insight, and answer specific business queries.\nGraphical representation of data or processes\nGet Advice\nWe can help you find the software with the features you need.\nFeatures\nBased on 86 reviews\nPricing\nStarting price\nContact vendor\nfor pricing\nFree trial\navailable\nConnect with a Capterra advisor for a free 15-minute consultation\nGet a personalized software list aligned to your business needs with guidance from our expert advisors. Our team has helped 1 million+ businesses like yours find options that fit their needs.\nSupport, customer service and training options\nSupport\nEmail\/Help Desk\nFAQs\/Forum\nKnowledge Base\nPhone Support\n24\/7 (Live rep)\nChat\nTraining\nIn Person\nLive Online\nWebinars\nDocumentation\nVideos\nDeployment\nWeb\nAndroid\niPhone\/iPad\nTypical users\nFreelancers\nSmall businesses\nMid size businesses\nEnterprises\nOverall rating\n4.6\nBased on 86 reviews\nFilter by rating\n5\n(58)\n4\n(24)\n3\n(4)\n2\n(0)\n1\n(0)\nMentioned topic\nSorted by most recent\nEssence W.\nProfessor\nEducation Management\n\"Still a Great Tool!\"\n4.0\nOverall Rating\n4.0\n4.0\nEase of Use\n5.0\n5.0\nFeatures\n5.0\n5.0\nCustomer Service\n4.0\n4.0\nLikelihood to Recommend\n10\/10\nMarch 23, 2026\nPros\nI enjoy using Ananconda when practicing code in Python and R and sharing notebooks with others. Especially as someone who uses machine learning often its quite helpful\nCons\nIt is a definitely a learning curve and now that I often use databricks I don't often use it as much.\nReview source\nIncentivized review: software users are invited to submit an honest review and offered a nominal incentive for their time and effort. All incentivized reviews are subject to our verification process prior to publication.\nAR\nAditya R.\nProduct Manager\nComputer Networking\n\"A convenient and beginner friendly tool for managing data science workflows\"\n5.0\nOverall Rating\n5.0\n5.0\nEase of Use\n4.0\n4.0\nFeatures\n5.0\n5.0\nCustomer Service\n4.0\n4.0\nLikelihood to Recommend\n8\/10\nJanuary 4, 2026\nOverall, my experience with Anaconda has been positive. It has made data management much easier by providing a stable environment to work with large datasets and popular libraries without constant dependency issues. The free version offers a lot, especially for students and individual users, which makes it very cost-effective.\nTM\nTerry M.\nSenior Analyst\nMining & Metals\n\"must use for every data scientist\"\n5.0\nOverall Rating\n5.0\n5.0\nEase of Use\n4.0\n4.0\nFeatures\n5.0\n5.0\nCustomer Service\n0.0\n0.0\nLikelihood to Recommend\n10\/10\nMay 3, 2025\nFungai Nicole C.\nSupport Worker\nHospital & Health Care\n\"Easy to setup environments and code in many languages with Anaconda. Can be integrated with Streamlit.\"\n5.0\nOverall Rating\n5.0\n5.0\nEase of Use\n5.0\n5.0\nFeatures\n5.0\n5.0\nCustomer Service\n5.0\n5.0\nLikelihood to Recommend\n9\/10\nApril 18, 2025\nI loved integrating Anaconda with Streamlit. I had spent a significant amount of time trying to setup Streamlit on my PC but it was not running. I like that it has a large variety of integrations for example CoLab and this was really awesome because I could edit my python code in the Anaconda interface before deploying my finished app to Streamlit. You can use a lot of coding languages to code from C to others like visual basic.\nLH\nLeslie H.\nStudent\nInformation Technology and Services\n\"Cohesive and Practical \"\n5.0\nOverall Rating\n5.0\n5.0\nEase of Use\n5.0\n5.0\nFeatures\n5.0\n5.0\nCustomer Service\n0.0\n0.0\nLikelihood to Recommend\n10\/10\nNovember 15, 2024\nGC\nGeorge C.\nRetired CAE Engineer\nAutomotive\n\"Anaconda package\"\n4.0\nOverall Rating\n4.0\n4.0\nEase of Use\n3.0\n3.0\nFeatures\n4.0\n4.0\nCustomer Service\n2.0\n2.0\nLikelihood to Recommend\n7\/10\nNovember 11, 2024\nI am using this software since 2020 and until now I am satisfied with the obtained results.\nCM\nChristhian M.\nData Scientist\nFinancial Services\n\"Review of Anaconda\"\n3.0\nOverall Rating\n3.0\n3.0\nEase of Use\n5.0\n5.0\nFeatures\n3.0\n3.0\nCustomer Service\n3.0\n3.0\nLikelihood to Recommend\n9\/10\nOctober 21, 2024\nVS\nVikash S.\nAssistant professor\nEducation Management\n\"Coding and Executing\"\n5.0\nOverall Rating\n5.0\n5.0\nEase of Use\n5.0\n5.0\nFeatures\n5.0\n5.0\nCustomer Service\n5.0\n5.0\nLikelihood to Recommend\n10\/10\nAugust 1, 2024\nIts easy to use ..and have multiple library functions pre installed in it\nAM\nabir m.\nTrainer\nProfessional Training & Coaching\n\"Python distribution \"\n3.0\nOverall Rating\n3.0\n3.0\nEase of Use\n4.0\n4.0\nFeatures\n4.0\n4.0\nCustomer Service\n4.0\n4.0\nLikelihood to Recommend\n8\/10\nMarch 15, 2024\nNaresh B.\nFrontend Engineer\nInformation Technology and Services\n\"The highly recommend and necessary tool for data scientists\"\n5.0\nOverall Rating\n5.0\n5.0\nEase of Use\n4.0\n4.0\nFeatures\n5.0\n5.0\nCustomer Service\n5.0\n5.0\nLikelihood to Recommend\n10\/10\nDecember 15, 2023\nPopular comparisons","attrs_markdown":"\\+25 years offering objective, independent research and verified user reviews. 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Compare and evaluate features, pricing and ratings.](https:\/\/www.capterra.com\/compare\/)\n\n[![Objectives Research](https:\/\/www.capterra.com\/assets-bx-capterra\/_next\/static\/media\/objective-research.0n5xmi03k_5jf.png)Objectives ResearchGet the most business value from software with independent, data-driven insights.](https:\/\/www.capterra.com\/resources\/proprietary-data-research\/)\n\nJoin or Log in\n\n![visitor tracking pixel]()\n\n1. [Machine Learning Software](https:\/\/www.capterra.com\/machine-learning-software\/)\n2. Anaconda\n\n# ![Anaconda Logo](https:\/\/www.capterra.com\/assets-bx-capterra\/_next\/image?url=https%3A%2F%2Fgdm-catalog-fmapi-prod.imgix.net%2FProductLogo%2F4e78de46-c37e-4f91-b1ad-888437f167d1.jpeg&w=96&q=75) Anaconda Software Review 2026: Features, Integrations, Pros & Cons\n4\\.6 (86)\n\nGet Price\n\n![page author 1](https:\/\/www.capterra.com\/assets-bx-capterra\/_next\/image?url=%2Fpublic-bx-capterra-v0%2Fauthorship-reviewer-1.jpg&w=48&q=75)![page author 2](https:\/\/www.capterra.com\/assets-bx-capterra\/_next\/image?url=%2Fpublic-bx-capterra-v0%2Fauthorship-reviewer-2.jpg&w=48&q=75)Last updated on March 13, 2026\n\nProvider data verified by our Software Research team, and reviews moderated by our Reviews Verification team.\n\nLearn more\n\nGet Price\n\nClose\n\n[Description](https:\/\/www.capterra.com\/p\/191760\/Anaconda\/#description)[Use cases](https:\/\/www.capterra.com\/p\/191760\/Anaconda\/#use-cases)[Alternatives](https:\/\/www.capterra.com\/p\/191760\/Anaconda\/#alternatives)[Features](https:\/\/www.capterra.com\/p\/191760\/Anaconda\/#features)[Pricing](https:\/\/www.capterra.com\/p\/191760\/Anaconda\/#pricing)[Support](https:\/\/www.capterra.com\/p\/191760\/Anaconda\/#support)[Reviews](https:\/\/www.capterra.com\/p\/191760\/Anaconda\/#reviews)\n\n![Anaconda Logo](https:\/\/www.capterra.com\/assets-bx-capterra\/_next\/image?url=https%3A%2F%2Fgdm-catalog-fmapi-prod.imgix.net%2FProductLogo%2F4e78de46-c37e-4f91-b1ad-888437f167d1.jpeg&w=128&q=75)\n\nAnaconda\n\n4\\.6 (86)\n\nGet Price\n\n## What is Anaconda?\nWith 43 million users, Anaconda is the world’s most popular data science platform and the foundation of modern AI development. We pioneered the use of Python for data science, champion its vibrant community, and continue to steward open-source projects that make possible the advancements of tomorrow. Our enterprise-grade solutions enable corporate, research, and academic organizations around the world to harness the power of open source for competitive advantage, groundbreaking research, and a better world.\n\nRead more\n\n## What is Anaconda used for?\n[Machine Learning](https:\/\/www.capterra.com\/machine-learning-software\/)[Data Analysis](https:\/\/www.capterra.com\/data-analysis-software\/)[Deep Learning](https:\/\/www.capterra.com\/deep-learning-software\/)\n\nSee all![See all](https:\/\/www.capterra.com\/public-bx-capterra-v0\/Icon-right.svg)\n\nOverall rating\n\nBased on 86 user reviews\n\nSee all reviews\n\n4\\.6\n\nOverall Rating\n\n4\\.6\n\nEase of Use\n\n4\\.4\n\nFeatures\n\n4\\.7\n\nCustomer Service\n\n4\\.0\n\nLikelihood to Recommend\n\n9\/10\n\nReviews sentiment\n\n![User avatar 1](https:\/\/www.capterra.com\/assets-bx-capterra\/_next\/image?url=https%3A%2F%2Freviews.capterra.com%2Fcdn%2Fprofile-images%2Flinkedin%2F4c545f6ef642ca7efc30073c45a7702a2d0063b4aa5583732596be0d7664050c.jpeg&w=64&q=75)\n\n![User avatar 2](https:\/\/www.capterra.com\/assets-bx-capterra\/_next\/image?url=https%3A%2F%2Fcdn0.capterra-static.com%2Fprofile-images%2Flinkedin%2F68fd40438bd117a3c1f7eb6413180b35.jpeg&w=64&q=75)\n\n![User avatar 3](https:\/\/www.capterra.com\/assets-bx-capterra\/_next\/image?url=https%3A%2F%2Fcdn0.capterra-static.com%2Fprofile-images%2Flinkedin%2F5036835df9b36abccc0afda72a1fa933.jpeg&w=64&q=75)\n\nPositive\n\n95%\n\nNeutral\n\n5%\n\nNegative\n\n0%\n\nStarting price\n\nContact vendor  \nfor pricing\n\nFree trial  \navailable\n\nCapterra Shortlist charts the highest-rated and most popular products...\n\nOur \"Best of\" badge program showcases products with the highest ratings...\n\nOur \"Best of\" badge program showcases products with the highest ratings...\n\nDo you work for Anaconda?[Manage this product listing](https:\/\/digitalmarkets.gartner.com\/get-listed\/claim-bx?url=https:\/\/www.anaconda.com\/&name=Anaconda)\n\n## Compare with a popular alternative\nCapterra selects software alternatives based on relevant features, verified user reviews and user interactions. Placement may be influenced by client status.\n\n### Anaconda\n4\\.6 (86)\n\n![Anaconda](https:\/\/www.capterra.com\/assets-bx-capterra\/_next\/image?url=https%3A%2F%2Fgdm-catalog-fmapi-prod.imgix.net%2FProductLogo%2F4e78de46-c37e-4f91-b1ad-888437f167d1.jpeg&w=256&q=75)\n\nVS.\n\n![SAS Viya](https:\/\/www.capterra.com\/assets-bx-capterra\/_next\/image?url=https%3A%2F%2Fgdm-catalog-fmapi-prod.imgix.net%2FProductLogo%2F22936991-b5fd-4428-8f97-fdcb44259d5d.jpeg&w=256&q=75)\n\n### SAS Viya\n[4\\.4 (12) ![Trending up](https:\/\/www.capterra.com\/Trend%20-%20up.svg)](https:\/\/www.capterra.com\/p\/10004983\/SAS-Viya\/#reviews)\n\nVisit Website\n\nStarting Price\n\nContact vendor\n\nStarting Price\n\nContact vendor\n\n![Available](https:\/\/www.capterra.com\/public-bx-capterra-v0\/check.svg)Free Trial\n\n![Available](https:\/\/www.capterra.com\/public-bx-capterra-v0\/check.svg)Free Version\n\nPricing Options\n\n![Available](https:\/\/www.capterra.com\/public-bx-capterra-v0\/check.svg)Free Trial\n\n![Not available](https:\/\/www.capterra.com\/public-bx-capterra-v0\/cross.svg)Free Version\n\nEase Of Use\n\n4\\.4 (86)\n\nEase Of Use\n\n4\\.1 (2,255)\n\nValue For Money\n\n4\\.6 (58)\n\nValue For Money\n\n3\\.7 (1,737)\n\nCustomer Service\n\n4\\.0 (52)\n\nCustomer Service\n\n3\\.9 (1,681)\n\n## Anaconda alternatives\n![Minitab logo](https:\/\/gdm-catalog-fmapi-prod.imgix.net\/ProductLogo\/f6c6563a-c3d1-4705-aefa-cad563a71da6.png?auto=format%2Ccompress&fit=max&w=96&q=75&ch=Width%2CDPR)\n\nMinitab\n\n[4\\.5 (387)](https:\/\/www.capterra.com\/p\/109731\/Minitab-Statistical-Software\/reviews\/)\n\nStarting price\n\n\\$1851.00\n\nPer User, Per Month\n\nPricing Options\n\nFree Trial\n\nFree Version\n\nUser Rating\n\n93%\n\nof reviewers\n\nrated it above 4 stars\n\nVisit Website\n\n[![Google Cloud logo](https:\/\/gdm-catalog-fmapi-prod.imgix.net\/ProductLogo\/2a3d334e-5a74-46a0-bfa0-70b4915098da.png?auto=format%2Ccompress&fit=max&w=96&q=75&ch=Width%2CDPR)](https:\/\/www.capterra.com\/p\/268690\/Google-Cloud-Platform\/)\n\n[Google Cloud](https:\/\/www.capterra.com\/p\/268690\/Google-Cloud-Platform\/)\n\n[4\\.7 (2,255)](https:\/\/www.capterra.com\/p\/268690\/Google-Cloud-Platform\/reviews\/)\n\nStarting price\n\nContact vendor for pricing\n\nPricing Options\n\nFree Trial\n\nFree Version\n\nUser Rating\n\n96%\n\nof reviewers\n\nrated it above 4 stars\n\n[Learn More](https:\/\/www.capterra.com\/p\/268690\/Google-Cloud-Platform\/)\n\nHighest Rated\n\n[![Rayven logo](https:\/\/gdm-catalog-fmapi-prod.imgix.net\/ProductLogo\/4510138a-2680-436b-b398-1219d4e4988a.png?auto=format%2Ccompress&fit=max&w=96&q=75&ch=Width%2CDPR)](https:\/\/www.capterra.com\/p\/173908\/Rayven-Industrial-business-intelligence\/)\n\n[Rayven](https:\/\/www.capterra.com\/p\/173908\/Rayven-Industrial-business-intelligence\/)\n\n[5\\.0 (24)](https:\/\/www.capterra.com\/p\/173908\/Rayven-Industrial-business-intelligence\/#reviews)\n\nStarting price\n\nContact vendor for pricing\n\nPricing Options\n\nFree Trial\n\nFree Version\n\nUser Rating\n\n100%\n\nof reviewers\n\nrated it above 4 stars\n\n[Learn More](https:\/\/www.capterra.com\/p\/173908\/Rayven-Industrial-business-intelligence\/)\n\n[![Clickworker logo](https:\/\/gdm-catalog-fmapi-prod.imgix.net\/ProductLogo\/28f2830f-6fa3-4aab-a0bf-999124581d95.jpeg?auto=format%2Ccompress&fit=max&w=96&q=75&ch=Width%2CDPR)](https:\/\/www.capterra.com\/p\/175432\/Clickworker\/)\n\n[Clickworker](https:\/\/www.capterra.com\/p\/175432\/Clickworker\/)\n\n[4\\.3 (58)](https:\/\/www.capterra.com\/p\/175432\/Clickworker\/reviews\/)\n\nStarting price\n\nContact vendor for pricing\n\nPricing Options\n\nFree Trial\n\nFree Version\n\nUser Rating\n\n90%\n\nof reviewers\n\nrated it above 4 stars\n\n[Learn More](https:\/\/www.capterra.com\/p\/175432\/Clickworker\/)\n\n[View all alternatives](https:\/\/www.capterra.com\/p\/191760\/Anaconda\/alternatives\/)\n\n## Features\nFeatures with the highest number of reviews are displayed first. Those that have no reviews appear next, sorted alphabetically.\n\nPredictive Analytics\n\n4\\.2 (21)\n\n71\\.43% of 21 reviewers that rated this feature as important or highly important\n\nPredict future data based on historical data sets\n\nPredictive Modeling\n\n4\\.4 (21)\n\n71\\.43% of 21 reviewers that rated this feature as important or highly important\n\nAnalyzing historical and current data and generating a model to help predict future outcomes.\n\nData Visualization\n\n4\\.2 (5)\n\n60\\.00% of 5 reviewers that rated this feature as important or highly important\n\nGraphical representation of data\n\nModel Training\n\n4\\.8 (5)\n\n120\\.00% of 5 reviewers that rated this feature as important or highly important\n\nProcess of testing an ML algorithm by feeding it training data to learn from\n\nAPI\n\n4\\.3 (4)\n\n50\\.00% of 4 reviewers that rated this feature as important or highly important\n\nApplication programming interface that allows for integration with other systems\/databases\n\nML Algorithm Library\n\n4\\.5 (4)\n\n100\\.00% of 4 reviewers that rated this feature as important or highly important\n\nShare, track, and store machine learning models and data.\n\nSee all 42 features →\n\nAnaconda 42 features\n\nAccess Controls\/Permissions\n\nDefine levels of authorization for access to specific files or systems\n\nAI\/Machine Learning\n\nSoftware program that continuously adjusts its behavior based on observed data\n\nAPI\n\nApplication programming interface that allows for integration with other systems\/databases\n\nChatbot\n\nAI-based platform which conducts a conversation via auditory or textual methods\n\nCollaboration Tools\n\nProvides a channel for team members to share media files, communicate, and work together\n\nCompliance Management\n\nTrack and manage adherence to policies for any service, product, process, or supplier\n\nDashboard\n\nAssembly of graphs and charts for visualizing and tracking statistics\/metrics\n\nDashboard Creation\n\nCreation and customization of dashboards\n\nData Capture and Transfer\n\nImport, collect, and capture data from multiple sources\n\nData Cleansing\n\nRemoves data that is incomplete, inaccurate, or irrelevant from a dataset\n\nData Connectors\n\nConnect to big data sources\n\nData Discovery\n\nDiscover and connect variety of data sources to the application for analysis\n\nData Extraction\n\nAutomatically retrieve and pull information from documents, websites, images, data sets, and other sources\n\nData Import\/Export\n\nImport and export data to and from software applications\n\nData Management\n\nAbility to handle large datasets\n\nData Preparation\n\nTransforming raw data to run it through machine learning algorithms to uncover insights or make predictions.\n\nData Security\n\nProtect sensitive data for digital privacy\n\nData Storage Management\n\nManage and store data in a database\n\nData Visualization\n\nGraphical representation of data\n\nDeep Learning\n\nArtificial neural networks using multiple layers of processing are used to extract progressively higher level features from data.\n\nHigh Volume Processing\n\nProcess and analyze large volume of data\n\nHIPAA Compliant\n\nCompliant with HIPAA, which sets standards for sensitive patient data protection\n\nInformation Governance\n\nAccountability over info\/data that ensures appropriate behavior in the valuation, creation, storage, use, archiving & deletion of info.\n\nKPI Monitoring\n\nTracking the status of previously identified performance measurements\n\nMachine Learning\n\nEnable businesses to implement machine learning algorithms on business data such as sales and revenue\n\nML Algorithm Library\n\nShare, track, and store machine learning models and data.\n\nModel Training\n\nProcess of testing an ML algorithm by feeding it training data to learn from\n\nMultiple Data Sources\n\nAllows users to manage data from a number of sources\n\nNatural Language Processing\n\nProcess and analyze human language in text or audio form\n\nPredictive Analytics\n\nPredict future data based on historical data sets\n\nPredictive Modeling\n\nAnalyzing historical and current data and generating a model to help predict future outcomes.\n\nPublic Dashboards\n\nPublish dashboard publicly on various platforms\n\nReporting\/Analytics\n\nView and track pertinent metrics to find patterns and gain insights from data\n\nRole-Based Permissions\n\nSet & manage permission levels based on user roles and restrict access to only authorized individuals\n\nSingle Page View\n\nDisplay aggregated data points on one page for a bird's eye view assessment\n\nSingle Sign On\n\nAllow users to access multiple services after entering their login credentials once\n\nStatistical Analysis\n\nApply statistical\/mathematical models to sets of data\n\nUser Management\n\nManage user accounts, profiles, roles, permissions, and other details across applications, devices or networks\n\nVersion Control\n\nTrack revisions and updates made to files and navigate between different versions\n\nVisual Analytics\n\nInteract with data visualization elements, such as charts and graphs, to drill down into data\n\nVisual Discovery\n\nProcess of visually navigating data and applying analytics to detect patterns, gain insight, and answer specific business queries.\n\nVisualization\n\nGraphical representation of data or processes\n\nGet Advice\n\nWe can help you find the software with the features you need.\n\n![Logo](https:\/\/www.capterra.com\/assets-bx-capterra\/_next\/image?url=https%3A%2F%2Fgdm-catalog-fmapi-prod.imgix.net%2FProductLogo%2F4e78de46-c37e-4f91-b1ad-888437f167d1.jpeg&w=48&q=75)Features\n\n4\\.7 (86)\n\n4\\.7\n\nBased on 86 reviews\n\n## Pricing\n![Product logo](https:\/\/www.capterra.com\/assets-bx-capterra\/_next\/image?url=https%3A%2F%2Fgdm-catalog-fmapi-prod.imgix.net%2FProductLogo%2F4e78de46-c37e-4f91-b1ad-888437f167d1.jpeg&w=48&q=75)\n\nValue for money\n\n4\\.6 (58)\n\n### Starting price\nContact vendor  \nfor pricing\n\nFree trial  \navailable\n\n![Logo](https:\/\/www.capterra.com\/assets-bx-capterra\/_next\/image?url=https%3A%2F%2Fgdm-catalog-fmapi-prod.imgix.net%2FProductLogo%2F4e78de46-c37e-4f91-b1ad-888437f167d1.jpeg&w=48&q=75)Value for money\n\n4\\.6 (58)\n\n4\\.6\n\nBased on 58 reviews\n\n![Capterra advisor with headset ready for consultation](https:\/\/www.capterra.com\/assets-bx-capterra\/_next\/image?url=%2Fpublic-bx-capterra-v0%2Fconsultation-banner.png&w=3840&q=75)\n\nConnect with a Capterra advisor for a free 15-minute consultation\n\nGet a personalized software list aligned to your business needs with guidance from our expert advisors. Our team has helped 1 million+ businesses like yours find options that fit their needs.\n\nTalk to an expert\n\n## Support, customer service and training options\n![Product logo](https:\/\/www.capterra.com\/assets-bx-capterra\/_next\/image?url=https%3A%2F%2Fgdm-catalog-fmapi-prod.imgix.net%2FProductLogo%2F4e78de46-c37e-4f91-b1ad-888437f167d1.jpeg&w=48&q=75)\n\nCustomer Service\n\n4\\.0 (52)\n\nSupport\n\n- Email\/Help Desk\n- FAQs\/Forum\n- Knowledge Base\n- Phone Support\n- 24\/7 (Live rep)\n- Chat\n\nTraining\n\n- In Person\n- Live Online\n- Webinars\n- Documentation\n- Videos\n\nDeployment\n\n- Web\n- Android\n- iPhone\/iPad\n\nTypical users\n\n- Freelancers\n- Small businesses\n- Mid size businesses\n- Enterprises\n\n![Logo](https:\/\/www.capterra.com\/assets-bx-capterra\/_next\/image?url=https%3A%2F%2Fgdm-catalog-fmapi-prod.imgix.net%2FProductLogo%2F4e78de46-c37e-4f91-b1ad-888437f167d1.jpeg&w=48&q=75)Customer Service\n\n4\\.0 (52)\n\n4\\.0\n\nBased on 52 reviews\n\n## User reviews\nHow are reviews collected?\n\nOverall rating\n\nWrite a review![Write review icon](https:\/\/www.capterra.com\/public-bx-capterra-v0\/Icon-write.svg)\n\n4\\.6\n\nBased on 86 reviews\n\nFilter by rating\n\n5(58)\n\n4(24)\n\n3(4)\n\n2(0)\n\n1(0)\n\nMentioned topic\n\nEase of Use\n\nUser Interface\n\nPerformance and Speed\n\nData Science\n\nPackage Management\n\nBugs and Issues\n\nSorted by most recent\n\n![Essence W.](https:\/\/www.capterra.com\/assets-bx-capterra\/_next\/image?url=https%3A%2F%2Freviews.capterra.com%2Fcdn%2Fprofile-images%2Flinkedin%2F3567e5953727a1b4f445055147f367a05c1e4e5908b53abf2364b13d276f359d.jpeg&w=96&q=75)\n\nEssence W.\n\nProfessor\n\nEducation Management\n\n### \"Still a Great Tool!\"\n4\\.0\n\nOverall Rating\n\n4\\.0\n\n4\\.0\n\nEase of Use\n\n5\\.0\n\n5\\.0\n\nFeatures\n\n5\\.0\n\n5\\.0\n\nCustomer Service\n\n4\\.0\n\n4\\.0\n\nLikelihood to Recommend\n\n10\/10\n\nMarch 23, 2026\n\nPros\n\nI enjoy using Ananconda when practicing code in Python and R and sharing notebooks with others. Especially as someone who uses machine learning often its quite helpful\n\nCons\n\nIt is a definitely a learning curve and now that I often use databricks I don't often use it as much.\n\nReview source\n\nIncentivized review: software users are invited to submit an honest review and offered a nominal incentive for their time and effort. All incentivized reviews are subject to our verification process prior to publication.\n\nView less\n\nAR\n\nAditya R.\n\nProduct Manager\n\nComputer Networking\n\n### \"A convenient and beginner friendly tool for managing data science workflows\"\n5\\.0\n\nOverall Rating\n\n5\\.0\n\n5\\.0\n\nEase of Use\n\n4\\.0\n\n4\\.0\n\nFeatures\n\n5\\.0\n\n5\\.0\n\nCustomer Service\n\n4\\.0\n\n4\\.0\n\nLikelihood to Recommend\n\n8\/10\n\nJanuary 4, 2026\n\nOverall, my experience with Anaconda has been positive. It has made data management much easier by providing a stable environment to work with large datasets and popular libraries without constant dependency issues. The free version offers a lot, especially for students and individual users, which makes it very cost-effective.\n\nPros\n\nWhat I liked most about Anaconda is how smoothly it brings everything together in one place. Installing Python, managing libraries, and working with tools like Jupyter Notebook becomes much simpler, especially when handling data analysis tasks. It saves time, reduces setup issues, and lets me focus more on learning and building projects rather than fixing environment problems.\n\nCons\n\nOne thing I liked least about Anaconda is that it can feel heavy and slow at times, especially on systems with limited resources. The environment management, while powerful, can be confusing in the beginning and sometimes leads to version conflicts. Also, updates and package installations occasionally take longer than expected, which can interrupt workflow.\n\nReview source\n\nNon-incentivized review: any software user can leave a review for any product listed on our site. All submitted reviews are subject to our verification process prior to publication.\n\nContinue reading\n\nTM\n\nTerry M.\n\nSenior Analyst\n\nMining & Metals\n\n### \"must use for every data scientist\"\n5\\.0\n\nOverall Rating\n\n5\\.0\n\n5\\.0\n\nEase of Use\n\n4\\.0\n\n4\\.0\n\nFeatures\n\n5\\.0\n\n5\\.0\n\nCustomer Service\n\n0\\.0\n\n0\\.0\n\nLikelihood to Recommend\n\n10\/10\n\nMay 3, 2025\n\nPros\n\nbest package management solution for python, two IDE can choose from jupyter or spyder\n\nCons\n\nconda managed packages are usually lagging actual package versions, using pip install can easily create conflicts\n\nSwitched from\n\n[![Microsoft Visual Studio](https:\/\/www.capterra.com\/assets-bx-capterra\/_next\/image?url=https%3A%2F%2Fgdm-catalog-fmapi-prod.imgix.net%2FProductLogo%2F1b6d695a-be0d-4aaf-920f-675585b5bb9c.png&w=48&q=75)Microsoft Visual Studio](https:\/\/www.capterra.com\/p\/80230\/microsoft-visual-studio\/)\n\nanaconda is more intuitive and user friendly for package management\n\nReview source\n\nIncentivized review: software users are invited to submit an honest review and offered a nominal incentive for their time and effort. All incentivized reviews are subject to our verification process prior to publication.\n\nContinue reading\n\n![Fungai Nicole C.](https:\/\/www.capterra.com\/assets-bx-capterra\/_next\/image?url=https%3A%2F%2Freviews.capterra.com%2Fcdn%2Fprofile-images%2Flinkedin%2F4c545f6ef642ca7efc30073c45a7702a2d0063b4aa5583732596be0d7664050c.jpeg&w=96&q=75)\n\nFungai Nicole C.\n\nSupport Worker\n\nHospital & Health Care\n\n### \"Easy to setup environments and code in many languages with Anaconda. Can be integrated with Streamlit.\"\n5\\.0\n\nOverall Rating\n\n5\\.0\n\n5\\.0\n\nEase of Use\n\n5\\.0\n\n5\\.0\n\nFeatures\n\n5\\.0\n\n5\\.0\n\nCustomer Service\n\n5\\.0\n\n5\\.0\n\nLikelihood to Recommend\n\n9\/10\n\nApril 18, 2025\n\nI loved integrating Anaconda with Streamlit. I had spent a significant amount of time trying to setup Streamlit on my PC but it was not running. I like that it has a large variety of integrations for example CoLab and this was really awesome because I could edit my python code in the Anaconda interface before deploying my finished app to Streamlit. You can use a lot of coding languages to code from C to others like visual basic.\n\nPros\n\nI liked how easy it was to integrate the Anaconda environment with Streamlit. I was having trouble installing Streamlit on my computer and as soon I followed the easy instructions, I could just play a Play button and the environment would run smoothly.\n\nCons\n\nThe Windows setup file can take a while to download but it is worth it.\n\nSwitched from\n\n[![Google Cloud](https:\/\/www.capterra.com\/assets-bx-capterra\/_next\/image?url=https%3A%2F%2Fgdm-catalog-fmapi-prod.imgix.net%2FProductLogo%2F2a3d334e-5a74-46a0-bfa0-70b4915098da.png&w=48&q=75)Google Cloud](https:\/\/www.capterra.com\/p\/268690\/Google-Cloud-Platform\/)\n\nI wanted to compare products to see which was more user friendly.\n\nReview source\n\nIncentivized review: software users are invited to submit an honest review and offered a nominal incentive for their time and effort. All incentivized reviews are subject to our verification process prior to publication.\n\nContinue reading\n\nLH\n\nLeslie H.\n\nStudent\n\nInformation Technology and Services\n\n### \"Cohesive and Practical \"\n5\\.0\n\nOverall Rating\n\n5\\.0\n\n5\\.0\n\nEase of Use\n\n5\\.0\n\n5\\.0\n\nFeatures\n\n5\\.0\n\n5\\.0\n\nCustomer Service\n\n0\\.0\n\n0\\.0\n\nLikelihood to Recommend\n\n10\/10\n\nNovember 15, 2024\n\nPros\n\nEasy to create environments and coordinate packages.\n\nCons\n\nThe GUI runs a little slow on my basic personal computer.\n\nReview source\n\nNon-incentivized review: any software user can leave a review for any product listed on our site. All submitted reviews are subject to our verification process prior to publication.\n\nContinue reading\n\nGC\n\nGeorge C.\n\nRetired CAE Engineer\n\nAutomotive\n\n### \"Anaconda package\"\n4\\.0\n\nOverall Rating\n\n4\\.0\n\n4\\.0\n\nEase of Use\n\n3\\.0\n\n3\\.0\n\nFeatures\n\n4\\.0\n\n4\\.0\n\nCustomer Service\n\n2\\.0\n\n2\\.0\n\nLikelihood to Recommend\n\n7\/10\n\nNovember 11, 2024\n\nI am using this software since 2020 and until now I am satisfied with the obtained results.\n\nPros\n\nIt is complete package for a programer or analyst. It is usefully for a beginner or for an experienced.\n\nCons\n\nIt is to slowly for oldest computers and take a lot of resources like memory or CPU\n\nReview source\n\nIncentivized review: software users are invited to submit an honest review and offered a nominal incentive for their time and effort. All incentivized reviews are subject to our verification process prior to publication.\n\nContinue reading\n\nCM\n\nChristhian M.\n\nData Scientist\n\nFinancial Services\n\n### \"Review of Anaconda\"\n3\\.0\n\nOverall Rating\n\n3\\.0\n\n3\\.0\n\nEase of Use\n\n5\\.0\n\n5\\.0\n\nFeatures\n\n3\\.0\n\n3\\.0\n\nCustomer Service\n\n3\\.0\n\n3\\.0\n\nLikelihood to Recommend\n\n9\/10\n\nOctober 21, 2024\n\nPros\n\nAs a data scientist, we all know and have use anaconda because it provide every element needed to help us develop our projet. Between those elements we have IDEs, notebook editor, Python and R preinstalled with the most used libraries.\n\nCons\n\nAnaconda unfortunately takes too much space on laptop and it is sometimes really slow even when opening it\n\nReview source\n\nNon-incentivized review: any software user can leave a review for any product listed on our site. All submitted reviews are subject to our verification process prior to publication.\n\nContinue reading\n\nVS\n\nVikash S.\n\nAssistant professor\n\nEducation Management\n\n### \"Coding and Executing\"\n5\\.0\n\nOverall Rating\n\n5\\.0\n\n5\\.0\n\nEase of Use\n\n5\\.0\n\n5\\.0\n\nFeatures\n\n5\\.0\n\n5\\.0\n\nCustomer Service\n\n5\\.0\n\n5\\.0\n\nLikelihood to Recommend\n\n10\/10\n\nAugust 1, 2024\n\nIts easy to use ..and have multiple library functions pre installed in it\n\nPros\n\nWe can do multi-tasking , like its all in one for coding we can do Machine Learning, Data science and many more\n\nCons\n\nIt is mostly only for the data science field not for web development\n\nReview source\n\nNon-incentivized review: any software user can leave a review for any product listed on our site. All submitted reviews are subject to our verification process prior to publication.\n\nContinue reading\n\nAM\n\nabir m.\n\nTrainer\n\nProfessional Training & Coaching\n\n### \"Python distribution \"\n3\\.0\n\nOverall Rating\n\n3\\.0\n\n3\\.0\n\nEase of Use\n\n4\\.0\n\n4\\.0\n\nFeatures\n\n4\\.0\n\n4\\.0\n\nCustomer Service\n\n4\\.0\n\n4\\.0\n\nLikelihood to Recommend\n\n8\/10\n\nMarch 15, 2024\n\nPros\n\nIt contains almost all the python IDE. Once we download Anaconda all the most needed libraries are already installed.\n\nCons\n\nWhen I installed Numpy and Pandas libraries they weren't working on \"Pycharm\" even when they were working in \"VS Code\"\n\nReview source\n\nNon-incentivized review: any software user can leave a review for any product listed on our site. All submitted reviews are subject to our verification process prior to publication.\n\nContinue reading\n\n![Naresh B.](https:\/\/www.capterra.com\/assets-bx-capterra\/_next\/image?url=https%3A%2F%2Freviews.capterra.com%2Fcdn%2Fprofile-images%2Flinkedin%2Fee46315d65b88f3b9e51f9c3879731ad3730a661944b3f78a76d236e2e6df957.jpeg&w=96&q=75)\n\nNaresh B.\n\nFrontend Engineer\n\nInformation Technology and Services\n\n### \"The highly recommend and necessary tool for data scientists\"\n5\\.0\n\nOverall Rating\n\n5\\.0\n\n5\\.0\n\nEase of Use\n\n4\\.0\n\n4\\.0\n\nFeatures\n\n5\\.0\n\n5\\.0\n\nCustomer Service\n\n5\\.0\n\n5\\.0\n\nLikelihood to Recommend\n\n10\/10\n\nDecember 15, 2023\n\nPros\n\nIt was easy to use and it has support for multiple applications to make it easy to use multiple features from the same application.\n\nCons\n\nAlthough it supports multiple applications it can be bulky, which in turn can make your code execution slow if you have a low end system\n\nReview source\n\nNon-incentivized review: any software user can leave a review for any product listed on our site. All submitted reviews are subject to our verification process prior to publication.\n\nContinue reading\n\n[View all Reviews](https:\/\/www.capterra.com\/p\/191760\/Anaconda\/reviews\/)\n\nPopular comparisons\n\n[Dataiku vs Anaconda](https:\/\/www.capterra.com\/compare\/142192-191760\/Data-Science-Studio-DSS-vs-Anaconda)\n\nIndependent research methodology\n\nCapterra's researchers use a mix of verified reviews, independent research and objective methodologies to bring you selection and ranking information you can trust. While we may earn a referral fee when you visit a provider through our links or speak to an advisor, this has no influence on our research or methodology.\n\n[Learn more](https:\/\/www.capterra.com\/resources\/proprietary-data-research\/)\n\nHow Capterra verifies reviews\n\nCapterra carefully verified over 2.5 million+ reviews to bring you authentic software experiences from real users. Our human moderators verify that reviewers are real people and that reviews are authentic. They use leading tech to analyze text quality and to detect plagiarism and generative AI.\n\n[Learn more](https:\/\/www.capterra.com\/resources\/how-we-verify-reviews\/)\n\nHow Capterra ensures transparency\n\nCapterra lists all providers across its website—not just those that pay us—so that users can make informed purchase decisions. Capterra is free for users. Software providers pay us for sponsored profiles to receive web traffic and sales opportunities. 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[Machine Learning Software](https:\/\/www.capterra.com\/machine-learning-software\/)\n2. Anaconda\n\n## ![Anaconda Logo](https:\/\/www.capterra.com\/assets-bx-capterra\/_next\/image?url=https%3A%2F%2Fgdm-catalog-fmapi-prod.imgix.net%2FProductLogo%2F4e78de46-c37e-4f91-b1ad-888437f167d1.jpeg&w=96&q=75) Anaconda Software Review 2026: Features, Integrations, Pros & Cons\n![page author 1](https:\/\/www.capterra.com\/assets-bx-capterra\/_next\/image?url=%2Fpublic-bx-capterra-v0%2Fauthorship-reviewer-1.jpg&w=48&q=75)![page author 2](https:\/\/www.capterra.com\/assets-bx-capterra\/_next\/image?url=%2Fpublic-bx-capterra-v0%2Fauthorship-reviewer-2.jpg&w=48&q=75)Last updated on March 13, 2026\n\nProvider data verified by our Software Research team, and reviews moderated by our Reviews Verification team.\n\n## What is Anaconda?\nWith 43 million users, Anaconda is the world’s most popular data science platform and the foundation of modern AI development. We pioneered the use of Python for data science, champion its vibrant community, and continue to steward open-source projects that make possible the advancements of tomorrow. Our enterprise-grade solutions enable corporate, research, and academic organizations around the world to harness the power of open source for competitive advantage, groundbreaking research, and a better world.\n\nOverall rating\n\nBased on 86 user reviews\n\nReviews sentiment\n\n![User avatar 1](https:\/\/www.capterra.com\/assets-bx-capterra\/_next\/image?url=https%3A%2F%2Freviews.capterra.com%2Fcdn%2Fprofile-images%2Flinkedin%2F4c545f6ef642ca7efc30073c45a7702a2d0063b4aa5583732596be0d7664050c.jpeg&w=64&q=75)\n\n![User avatar 2](https:\/\/www.capterra.com\/assets-bx-capterra\/_next\/image?url=https%3A%2F%2Fcdn0.capterra-static.com%2Fprofile-images%2Flinkedin%2F68fd40438bd117a3c1f7eb6413180b35.jpeg&w=64&q=75)\n\n![User avatar 3](https:\/\/www.capterra.com\/assets-bx-capterra\/_next\/image?url=https%3A%2F%2Fcdn0.capterra-static.com%2Fprofile-images%2Flinkedin%2F5036835df9b36abccc0afda72a1fa933.jpeg&w=64&q=75)\n\nPositive\n\n95%\n\nNeutral\n\n5%\n\nNegative\n\n0%\n\nContact vendor  \nfor pricing\n\nFree trial  \navailable\n\n## Compare with a popular alternative\nCapterra selects software alternatives based on relevant features, verified user reviews and user interactions. Placement may be influenced by client status.\n\nAnaconda\n\n4\\.6 (86)\n\n![Anaconda](https:\/\/www.capterra.com\/assets-bx-capterra\/_next\/image?url=https%3A%2F%2Fgdm-catalog-fmapi-prod.imgix.net%2FProductLogo%2F4e78de46-c37e-4f91-b1ad-888437f167d1.jpeg&w=256&q=75)\n\nVS.\n\nStarting Price\n\nContact vendor\n\nStarting Price\n\nContact vendor\n\n![Available](https:\/\/www.capterra.com\/public-bx-capterra-v0\/check.svg)Free Trial\n\n![Available](https:\/\/www.capterra.com\/public-bx-capterra-v0\/check.svg)Free Version\n\nPricing Options\n\n![Available](https:\/\/www.capterra.com\/public-bx-capterra-v0\/check.svg)Free Trial\n\n![Not available](https:\/\/www.capterra.com\/public-bx-capterra-v0\/cross.svg)Free Version\n\nEase Of Use\n\n4\\.4 (86)\n\nEase Of Use\n\n4\\.1 (2,255)\n\nValue For Money\n\n4\\.6 (58)\n\nValue For Money\n\n3\\.7 (1,737)\n\nCustomer Service\n\n4\\.0 (52)\n\nCustomer Service\n\n3\\.9 (1,681)\n\nStarting price\n\n\\$1851.00\n\nPer User, Per Month\n\nPricing Options\n\nFree Trial\n\nFree Version\n\nUser Rating\n\n93%\n\nof reviewers\n\nrated it above 4 stars\n\n[![Google Cloud logo](https:\/\/gdm-catalog-fmapi-prod.imgix.net\/ProductLogo\/2a3d334e-5a74-46a0-bfa0-70b4915098da.png?auto=format%2Ccompress&fit=max&w=96&q=75&ch=Width%2CDPR)](https:\/\/www.capterra.com\/p\/268690\/Google-Cloud-Platform\/)\n\nStarting price\n\nContact vendor for pricing\n\nPricing Options\n\nFree Trial\n\nFree Version\n\nUser Rating\n\n96%\n\nof reviewers\n\nrated it above 4 stars\n\n[Learn More](https:\/\/www.capterra.com\/p\/268690\/Google-Cloud-Platform\/)\n\nHighest Rated\n\n[![Rayven logo](https:\/\/gdm-catalog-fmapi-prod.imgix.net\/ProductLogo\/4510138a-2680-436b-b398-1219d4e4988a.png?auto=format%2Ccompress&fit=max&w=96&q=75&ch=Width%2CDPR)](https:\/\/www.capterra.com\/p\/173908\/Rayven-Industrial-business-intelligence\/)\n\nStarting price\n\nContact vendor for pricing\n\nPricing Options\n\nFree Trial\n\nFree Version\n\nUser Rating\n\n100%\n\nof reviewers\n\nrated it above 4 stars\n\n[Learn More](https:\/\/www.capterra.com\/p\/173908\/Rayven-Industrial-business-intelligence\/)\n\n[![Clickworker logo](https:\/\/gdm-catalog-fmapi-prod.imgix.net\/ProductLogo\/28f2830f-6fa3-4aab-a0bf-999124581d95.jpeg?auto=format%2Ccompress&fit=max&w=96&q=75&ch=Width%2CDPR)](https:\/\/www.capterra.com\/p\/175432\/Clickworker\/)\n\nStarting price\n\nContact vendor for pricing\n\nPricing Options\n\nFree Trial\n\nFree Version\n\nUser Rating\n\n90%\n\nof reviewers\n\nrated it above 4 stars\n\n[Learn More](https:\/\/www.capterra.com\/p\/175432\/Clickworker\/)\n\nFeatures with the highest number of reviews are displayed first. Those that have no reviews appear next, sorted alphabetically.\n\nPredictive Analytics 4\\.2 (21) 71\\.43% of 21 reviewers that rated this feature as important or highly important\n\nPredict future data based on historical data sets\n\nPredictive Modeling 4\\.4 (21) 71\\.43% of 21 reviewers that rated this feature as important or highly important\n\nAnalyzing historical and current data and generating a model to help predict future outcomes.\n\nData Visualization 4\\.2 (5) 60\\.00% of 5 reviewers that rated this feature as important or highly important\n\nGraphical representation of data\n\nModel Training 4\\.8 (5) 120\\.00% of 5 reviewers that rated this feature as important or highly important\n\nProcess of testing an ML algorithm by feeding it training data to learn from\n\nAPI 4\\.3 (4) 50\\.00% of 4 reviewers that rated this feature as important or highly important\n\nApplication programming interface that allows for integration with other systems\/databases\n\nML Algorithm Library 4\\.5 (4) 100\\.00% of 4 reviewers that rated this feature as important or highly important\n\nShare, track, and store machine learning models and data.\n\nAnaconda 42 features\n\nDefine levels of authorization for access to specific files or systems\n\nSoftware program that continuously adjusts its behavior based on observed data\n\nApplication programming interface that allows for integration with other systems\/databases\n\nAI-based platform which conducts a conversation via auditory or textual methods\n\nProvides a channel for team members to share media files, communicate, and work together\n\nTrack and manage adherence to policies for any service, product, process, or supplier\n\nAssembly of graphs and charts for visualizing and tracking statistics\/metrics\n\nCreation and customization of dashboards\n\nImport, collect, and capture data from multiple sources\n\nRemoves data that is incomplete, inaccurate, or irrelevant from a dataset\n\nConnect to big data sources\n\nDiscover and connect variety of data sources to the application for analysis\n\nAutomatically retrieve and pull information from documents, websites, images, data sets, and other sources\n\nImport and export data to and from software applications\n\nAbility to handle large datasets\n\nTransforming raw data to run it through machine learning algorithms to uncover insights or make predictions.\n\nProtect sensitive data for digital privacy\n\nManage and store data in a database\n\nGraphical representation of data\n\nArtificial neural networks using multiple layers of processing are used to extract progressively higher level features from data.\n\nProcess and analyze large volume of data\n\nCompliant with HIPAA, which sets standards for sensitive patient data protection\n\nAccountability over info\/data that ensures appropriate behavior in the valuation, creation, storage, use, archiving & deletion of info.\n\nTracking the status of previously identified performance measurements\n\nEnable businesses to implement machine learning algorithms on business data such as sales and revenue\n\nShare, track, and store machine learning models and data.\n\nProcess of testing an ML algorithm by feeding it training data to learn from\n\nAllows users to manage data from a number of sources\n\nProcess and analyze human language in text or audio form\n\nPredict future data based on historical data sets\n\nAnalyzing historical and current data and generating a model to help predict future outcomes.\n\nPublish dashboard publicly on various platforms\n\nView and track pertinent metrics to find patterns and gain insights from data\n\nSet & manage permission levels based on user roles and restrict access to only authorized individuals\n\nDisplay aggregated data points on one page for a bird's eye view assessment\n\nAllow users to access multiple services after entering their login credentials once\n\nApply statistical\/mathematical models to sets of data\n\nManage user accounts, profiles, roles, permissions, and other details across applications, devices or networks\n\nTrack revisions and updates made to files and navigate between different versions\n\nInteract with data visualization elements, such as charts and graphs, to drill down into data\n\nProcess of visually navigating data and applying analytics to detect patterns, gain insight, and answer specific business queries.\n\nGraphical representation of data or processes\n\nGet Advice\n\nWe can help you find the software with the features you need.\n\n![Logo](https:\/\/www.capterra.com\/assets-bx-capterra\/_next\/image?url=https%3A%2F%2Fgdm-catalog-fmapi-prod.imgix.net%2FProductLogo%2F4e78de46-c37e-4f91-b1ad-888437f167d1.jpeg&w=48&q=75)Features\n\nBased on 86 reviews\n\n## Pricing\n### Starting price\nContact vendor  \nfor pricing\n\nFree trial  \navailable\n\n![Capterra advisor with headset ready for consultation](https:\/\/www.capterra.com\/assets-bx-capterra\/_next\/image?url=%2Fpublic-bx-capterra-v0%2Fconsultation-banner.png&w=3840&q=75)\n\nConnect with a Capterra advisor for a free 15-minute consultation\n\nGet a personalized software list aligned to your business needs with guidance from our expert advisors. Our team has helped 1 million+ businesses like yours find options that fit their needs.\n\n## Support, customer service and training options\nSupport\n\n- Email\/Help Desk\n- FAQs\/Forum\n- Knowledge Base\n- Phone Support\n- 24\/7 (Live rep)\n- Chat\n\nTraining\n\n- In Person\n- Live Online\n- Webinars\n- Documentation\n- Videos\n\nDeployment\n\n- Web\n- Android\n- iPhone\/iPad\n\nTypical users\n\n- Freelancers\n- Small businesses\n- Mid size businesses\n- Enterprises\n\nOverall rating\n\n4\\.6\n\nBased on 86 reviews\n\nFilter by rating\n\n5(58)4(24)3(4)2(0)1(0)\n\nMentioned topic\n\nSorted by most recent\n\n![Essence W.](https:\/\/www.capterra.com\/assets-bx-capterra\/_next\/image?url=https%3A%2F%2Freviews.capterra.com%2Fcdn%2Fprofile-images%2Flinkedin%2F3567e5953727a1b4f445055147f367a05c1e4e5908b53abf2364b13d276f359d.jpeg&w=96&q=75)\n\nEssence W.\n\nProfessor\n\nEducation Management\n\n### \"Still a Great Tool!\"\n4\\.0\n\nOverall Rating\n\n4\\.0\n\n4\\.0\n\nEase of Use\n\n5\\.0\n\n5\\.0\n\nFeatures\n\n5\\.0\n\n5\\.0\n\nCustomer Service\n\n4\\.0\n\n4\\.0\n\nLikelihood to Recommend\n\n10\/10\n\nMarch 23, 2026\n\nPros\n\nI enjoy using Ananconda when practicing code in Python and R and sharing notebooks with others. Especially as someone who uses machine learning often its quite helpful\n\nCons\n\nIt is a definitely a learning curve and now that I often use databricks I don't often use it as much.\n\nReview sourceIncentivized review: software users are invited to submit an honest review and offered a nominal incentive for their time and effort. All incentivized reviews are subject to our verification process prior to publication.\n\nAR\n\nAditya R.\n\nProduct Manager\n\nComputer Networking\n\n### \"A convenient and beginner friendly tool for managing data science workflows\"\n5\\.0\n\nOverall Rating\n\n5\\.0\n\n5\\.0\n\nEase of Use\n\n4\\.0\n\n4\\.0\n\nFeatures\n\n5\\.0\n\n5\\.0\n\nCustomer Service\n\n4\\.0\n\n4\\.0\n\nLikelihood to Recommend\n\n8\/10\n\nJanuary 4, 2026\n\nOverall, my experience with Anaconda has been positive. It has made data management much easier by providing a stable environment to work with large datasets and popular libraries without constant dependency issues. The free version offers a lot, especially for students and individual users, which makes it very cost-effective.\n\nTM\n\nTerry M.\n\nSenior Analyst\n\nMining & Metals\n\n### \"must use for every data scientist\"\n5\\.0\n\nOverall Rating\n\n5\\.0\n\n5\\.0\n\nEase of Use\n\n4\\.0\n\n4\\.0\n\nFeatures\n\n5\\.0\n\n5\\.0\n\nCustomer Service\n\n0\\.0\n\n0\\.0\n\nLikelihood to Recommend\n\n10\/10\n\nMay 3, 2025\n\n![Fungai Nicole C.](https:\/\/www.capterra.com\/assets-bx-capterra\/_next\/image?url=https%3A%2F%2Freviews.capterra.com%2Fcdn%2Fprofile-images%2Flinkedin%2F4c545f6ef642ca7efc30073c45a7702a2d0063b4aa5583732596be0d7664050c.jpeg&w=96&q=75)\n\nFungai Nicole C.\n\nSupport Worker\n\nHospital & Health Care\n\n### \"Easy to setup environments and code in many languages with Anaconda. Can be integrated with Streamlit.\"\n5\\.0\n\nOverall Rating\n\n5\\.0\n\n5\\.0\n\nEase of Use\n\n5\\.0\n\n5\\.0\n\nFeatures\n\n5\\.0\n\n5\\.0\n\nCustomer Service\n\n5\\.0\n\n5\\.0\n\nLikelihood to Recommend\n\n9\/10\n\nApril 18, 2025\n\nI loved integrating Anaconda with Streamlit. I had spent a significant amount of time trying to setup Streamlit on my PC but it was not running. I like that it has a large variety of integrations for example CoLab and this was really awesome because I could edit my python code in the Anaconda interface before deploying my finished app to Streamlit. You can use a lot of coding languages to code from C to others like visual basic.\n\nLH\n\nLeslie H.\n\nStudent\n\nInformation Technology and Services\n\n### \"Cohesive and Practical \"\n5\\.0\n\nOverall Rating\n\n5\\.0\n\n5\\.0\n\nEase of Use\n\n5\\.0\n\n5\\.0\n\nFeatures\n\n5\\.0\n\n5\\.0\n\nCustomer Service\n\n0\\.0\n\n0\\.0\n\nLikelihood to Recommend\n\n10\/10\n\nNovember 15, 2024\n\nGC\n\nGeorge C.\n\nRetired CAE Engineer\n\nAutomotive\n\n### \"Anaconda package\"\n4\\.0\n\nOverall Rating\n\n4\\.0\n\n4\\.0\n\nEase of Use\n\n3\\.0\n\n3\\.0\n\nFeatures\n\n4\\.0\n\n4\\.0\n\nCustomer Service\n\n2\\.0\n\n2\\.0\n\nLikelihood to Recommend\n\n7\/10\n\nNovember 11, 2024\n\nI am using this software since 2020 and until now I am satisfied with the obtained results.\n\nCM\n\nChristhian M.\n\nData Scientist\n\nFinancial Services\n\n### \"Review of Anaconda\"\n3\\.0\n\nOverall Rating\n\n3\\.0\n\n3\\.0\n\nEase of Use\n\n5\\.0\n\n5\\.0\n\nFeatures\n\n3\\.0\n\n3\\.0\n\nCustomer Service\n\n3\\.0\n\n3\\.0\n\nLikelihood to Recommend\n\n9\/10\n\nOctober 21, 2024\n\nVS\n\nVikash S.\n\nAssistant professor\n\nEducation Management\n\n### \"Coding and Executing\"\n5\\.0\n\nOverall Rating\n\n5\\.0\n\n5\\.0\n\nEase of Use\n\n5\\.0\n\n5\\.0\n\nFeatures\n\n5\\.0\n\n5\\.0\n\nCustomer Service\n\n5\\.0\n\n5\\.0\n\nLikelihood to Recommend\n\n10\/10\n\nAugust 1, 2024\n\nIts easy to use ..and have multiple library functions pre installed in it\n\nAM\n\nabir m.\n\nTrainer\n\nProfessional Training & Coaching\n\n### \"Python distribution \"\n3\\.0\n\nOverall Rating\n\n3\\.0\n\n3\\.0\n\nEase of Use\n\n4\\.0\n\n4\\.0\n\nFeatures\n\n4\\.0\n\n4\\.0\n\nCustomer Service\n\n4\\.0\n\n4\\.0\n\nLikelihood to Recommend\n\n8\/10\n\nMarch 15, 2024\n\n![Naresh B.](https:\/\/www.capterra.com\/assets-bx-capterra\/_next\/image?url=https%3A%2F%2Freviews.capterra.com%2Fcdn%2Fprofile-images%2Flinkedin%2Fee46315d65b88f3b9e51f9c3879731ad3730a661944b3f78a76d236e2e6df957.jpeg&w=96&q=75)\n\nNaresh B.\n\nFrontend Engineer\n\nInformation Technology and Services\n\n### \"The highly recommend and necessary tool for data scientists\"\n5\\.0\n\nOverall Rating\n\n5\\.0\n\n5\\.0\n\nEase of Use\n\n4\\.0\n\n4\\.0\n\nFeatures\n\n5\\.0\n\n5\\.0\n\nCustomer Service\n\n5\\.0\n\n5\\.0\n\nLikelihood to Recommend\n\n10\/10\n\nDecember 15, 2023\n\nPopular comparisons","meta_canonical":null}

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Boilerpipe Text	Machine Learning Software Anaconda Anaconda Software Review 2026: Features, Integrations, Pros & Cons Last updated on March 13, 2026 Provider data verified by our Software Research team, and reviews moderated by our Reviews Verification team. What is Anaconda? With 43 million users, Anaconda is the world’s most popular data science platform and the foundation of modern AI development. We pioneered the use of Python for data science, champion its vibrant community, and continue to steward open-source projects that make possible the advancements of tomorrow. Our enterprise-grade solutions enable corporate, research, and academic organizations around the world to harness the power of open source for competitive advantage, groundbreaking research, and a better world. Overall rating Based on 86 user reviews Reviews sentiment Positive 95% Neutral 5% Negative 0% Contact vendor for pricing Free trial available Compare with a popular alternative Capterra selects software alternatives based on relevant features, verified user reviews and user interactions. Placement may be influenced by client status. Anaconda 4.6 (86) VS. Starting Price Contact vendor Starting Price Contact vendor Free Trial Free Version Pricing Options Free Trial Free Version Ease Of Use 4.4 (86) Ease Of Use 4.1 (2,255) Value For Money 4.6 (58) Value For Money 3.7 (1,737) Customer Service 4.0 (52) Customer Service 3.9 (1,681) Starting price $1851.00 Per User, Per Month Pricing Options Free Trial Free Version User Rating 93% of reviewers rated it above 4 stars Starting price Contact vendor for pricing Pricing Options Free Trial Free Version User Rating 96% of reviewers rated it above 4 stars Learn More Highest Rated Starting price Contact vendor for pricing Pricing Options Free Trial Free Version User Rating 100% of reviewers rated it above 4 stars Learn More Starting price Contact vendor for pricing Pricing Options Free Trial Free Version User Rating 90% of reviewers rated it above 4 stars Learn More Features with the highest number of reviews are displayed first. Those that have no reviews appear next, sorted alphabetically. Predictive Analytics 4.2 (21) 71.43% of 21 reviewers that rated this feature as important or highly important Predict future data based on historical data sets Predictive Modeling 4.4 (21) 71.43% of 21 reviewers that rated this feature as important or highly important Analyzing historical and current data and generating a model to help predict future outcomes. Data Visualization 4.2 (5) 60.00% of 5 reviewers that rated this feature as important or highly important Graphical representation of data Model Training 4.8 (5) 120.00% of 5 reviewers that rated this feature as important or highly important Process of testing an ML algorithm by feeding it training data to learn from API 4.3 (4) 50.00% of 4 reviewers that rated this feature as important or highly important Application programming interface that allows for integration with other systems/databases ML Algorithm Library 4.5 (4) 100.00% of 4 reviewers that rated this feature as important or highly important Share, track, and store machine learning models and data. Anaconda 42 features Define levels of authorization for access to specific files or systems Software program that continuously adjusts its behavior based on observed data Application programming interface that allows for integration with other systems/databases AI-based platform which conducts a conversation via auditory or textual methods Provides a channel for team members to share media files, communicate, and work together Track and manage adherence to policies for any service, product, process, or supplier Assembly of graphs and charts for visualizing and tracking statistics/metrics Creation and customization of dashboards Import, collect, and capture data from multiple sources Removes data that is incomplete, inaccurate, or irrelevant from a dataset Connect to big data sources Discover and connect variety of data sources to the application for analysis Automatically retrieve and pull information from documents, websites, images, data sets, and other sources Import and export data to and from software applications Ability to handle large datasets Transforming raw data to run it through machine learning algorithms to uncover insights or make predictions. Protect sensitive data for digital privacy Manage and store data in a database Graphical representation of data Artificial neural networks using multiple layers of processing are used to extract progressively higher level features from data. Process and analyze large volume of data Compliant with HIPAA, which sets standards for sensitive patient data protection Accountability over info/data that ensures appropriate behavior in the valuation, creation, storage, use, archiving & deletion of info. Tracking the status of previously identified performance measurements Enable businesses to implement machine learning algorithms on business data such as sales and revenue Share, track, and store machine learning models and data. Process of testing an ML algorithm by feeding it training data to learn from Allows users to manage data from a number of sources Process and analyze human language in text or audio form Predict future data based on historical data sets Analyzing historical and current data and generating a model to help predict future outcomes. Publish dashboard publicly on various platforms View and track pertinent metrics to find patterns and gain insights from data Set & manage permission levels based on user roles and restrict access to only authorized individuals Display aggregated data points on one page for a bird's eye view assessment Allow users to access multiple services after entering their login credentials once Apply statistical/mathematical models to sets of data Manage user accounts, profiles, roles, permissions, and other details across applications, devices or networks Track revisions and updates made to files and navigate between different versions Interact with data visualization elements, such as charts and graphs, to drill down into data Process of visually navigating data and applying analytics to detect patterns, gain insight, and answer specific business queries. Graphical representation of data or processes Get Advice We can help you find the software with the features you need. Features Based on 86 reviews Pricing Starting price Contact vendor for pricing Free trial available Connect with a Capterra advisor for a free 15-minute consultation Get a personalized software list aligned to your business needs with guidance from our expert advisors. Our team has helped 1 million+ businesses like yours find options that fit their needs. Support, customer service and training options Support Email/Help Desk FAQs/Forum Knowledge Base Phone Support 24/7 (Live rep) Chat Training In Person Live Online Webinars Documentation Videos Deployment Web Android iPhone/iPad Typical users Freelancers Small businesses Mid size businesses Enterprises Overall rating 4.6 Based on 86 reviews Filter by rating 5 (58) 4 (24) 3 (4) 2 (0) 1 (0) Mentioned topic Sorted by most recent Essence W. Professor Education Management "Still a Great Tool!" 4.0 Overall Rating 4.0 4.0 Ease of Use 5.0 5.0 Features 5.0 5.0 Customer Service 4.0 4.0 Likelihood to Recommend 10/10 March 23, 2026 Pros I enjoy using Ananconda when practicing code in Python and R and sharing notebooks with others. Especially as someone who uses machine learning often its quite helpful Cons It is a definitely a learning curve and now that I often use databricks I don't often use it as much. Review source Incentivized review: software users are invited to submit an honest review and offered a nominal incentive for their time and effort. All incentivized reviews are subject to our verification process prior to publication. AR Aditya R. Product Manager Computer Networking "A convenient and beginner friendly tool for managing data science workflows" 5.0 Overall Rating 5.0 5.0 Ease of Use 4.0 4.0 Features 5.0 5.0 Customer Service 4.0 4.0 Likelihood to Recommend 8/10 January 4, 2026 Overall, my experience with Anaconda has been positive. It has made data management much easier by providing a stable environment to work with large datasets and popular libraries without constant dependency issues. The free version offers a lot, especially for students and individual users, which makes it very cost-effective. TM Terry M. Senior Analyst Mining & Metals "must use for every data scientist" 5.0 Overall Rating 5.0 5.0 Ease of Use 4.0 4.0 Features 5.0 5.0 Customer Service 0.0 0.0 Likelihood to Recommend 10/10 May 3, 2025 Fungai Nicole C. Support Worker Hospital & Health Care "Easy to setup environments and code in many languages with Anaconda. Can be integrated with Streamlit." 5.0 Overall Rating 5.0 5.0 Ease of Use 5.0 5.0 Features 5.0 5.0 Customer Service 5.0 5.0 Likelihood to Recommend 9/10 April 18, 2025 I loved integrating Anaconda with Streamlit. I had spent a significant amount of time trying to setup Streamlit on my PC but it was not running. I like that it has a large variety of integrations for example CoLab and this was really awesome because I could edit my python code in the Anaconda interface before deploying my finished app to Streamlit. You can use a lot of coding languages to code from C to others like visual basic. LH Leslie H. Student Information Technology and Services "Cohesive and Practical " 5.0 Overall Rating 5.0 5.0 Ease of Use 5.0 5.0 Features 5.0 5.0 Customer Service 0.0 0.0 Likelihood to Recommend 10/10 November 15, 2024 GC George C. Retired CAE Engineer Automotive "Anaconda package" 4.0 Overall Rating 4.0 4.0 Ease of Use 3.0 3.0 Features 4.0 4.0 Customer Service 2.0 2.0 Likelihood to Recommend 7/10 November 11, 2024 I am using this software since 2020 and until now I am satisfied with the obtained results. CM Christhian M. Data Scientist Financial Services "Review of Anaconda" 3.0 Overall Rating 3.0 3.0 Ease of Use 5.0 5.0 Features 3.0 3.0 Customer Service 3.0 3.0 Likelihood to Recommend 9/10 October 21, 2024 VS Vikash S. Assistant professor Education Management "Coding and Executing" 5.0 Overall Rating 5.0 5.0 Ease of Use 5.0 5.0 Features 5.0 5.0 Customer Service 5.0 5.0 Likelihood to Recommend 10/10 August 1, 2024 Its easy to use ..and have multiple library functions pre installed in it AM abir m. Trainer Professional Training & Coaching "Python distribution " 3.0 Overall Rating 3.0 3.0 Ease of Use 4.0 4.0 Features 4.0 4.0 Customer Service 4.0 4.0 Likelihood to Recommend 8/10 March 15, 2024 Naresh B. Frontend Engineer Information Technology and Services "The highly recommend and necessary tool for data scientists" 5.0 Overall Rating 5.0 5.0 Ease of Use 4.0 4.0 Features 5.0 5.0 Customer Service 5.0 5.0 Likelihood to Recommend 10/10 December 15, 2023 Popular comparisons
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Anaconda # ![Anaconda Logo](https://www.capterra.com/assets-bx-capterra/_next/image?url=https%3A%2F%2Fgdm-catalog-fmapi-prod.imgix.net%2FProductLogo%2F4e78de46-c37e-4f91-b1ad-888437f167d1.jpeg&w=96&q=75) Anaconda Software Review 2026: Features, Integrations, Pros & Cons 4\.6 (86) Get Price ![page author 1](https://www.capterra.com/assets-bx-capterra/_next/image?url=%2Fpublic-bx-capterra-v0%2Fauthorship-reviewer-1.jpg&w=48&q=75)![page author 2](https://www.capterra.com/assets-bx-capterra/_next/image?url=%2Fpublic-bx-capterra-v0%2Fauthorship-reviewer-2.jpg&w=48&q=75)Last updated on March 13, 2026 Provider data verified by our Software Research team, and reviews moderated by our Reviews Verification team. Learn more Get Price Close [Description](https://www.capterra.com/p/191760/Anaconda/#description)[Use cases](https://www.capterra.com/p/191760/Anaconda/#use-cases)[Alternatives](https://www.capterra.com/p/191760/Anaconda/#alternatives)[Features](https://www.capterra.com/p/191760/Anaconda/#features)[Pricing](https://www.capterra.com/p/191760/Anaconda/#pricing)[Support](https://www.capterra.com/p/191760/Anaconda/#support)[Reviews](https://www.capterra.com/p/191760/Anaconda/#reviews) ![Anaconda Logo](https://www.capterra.com/assets-bx-capterra/_next/image?url=https%3A%2F%2Fgdm-catalog-fmapi-prod.imgix.net%2FProductLogo%2F4e78de46-c37e-4f91-b1ad-888437f167d1.jpeg&w=128&q=75) Anaconda 4\.6 (86) Get Price ## What is Anaconda? With 43 million users, Anaconda is the world’s most popular data science platform and the foundation of modern AI development. We pioneered the use of Python for data science, champion its vibrant community, and continue to steward open-source projects that make possible the advancements of tomorrow. Our enterprise-grade solutions enable corporate, research, and academic organizations around the world to harness the power of open source for competitive advantage, groundbreaking research, and a better world. Read more ## What is Anaconda used for? [Machine Learning](https://www.capterra.com/machine-learning-software/)[Data Analysis](https://www.capterra.com/data-analysis-software/)[Deep Learning](https://www.capterra.com/deep-learning-software/) See all![See all](https://www.capterra.com/public-bx-capterra-v0/Icon-right.svg) Overall rating Based on 86 user reviews See all reviews 4\.6 Overall Rating 4\.6 Ease of Use 4\.4 Features 4\.7 Customer Service 4\.0 Likelihood to Recommend 9/10 Reviews sentiment ![User avatar 1](https://www.capterra.com/assets-bx-capterra/_next/image?url=https%3A%2F%2Freviews.capterra.com%2Fcdn%2Fprofile-images%2Flinkedin%2F4c545f6ef642ca7efc30073c45a7702a2d0063b4aa5583732596be0d7664050c.jpeg&w=64&q=75) ![User avatar 2](https://www.capterra.com/assets-bx-capterra/_next/image?url=https%3A%2F%2Fcdn0.capterra-static.com%2Fprofile-images%2Flinkedin%2F68fd40438bd117a3c1f7eb6413180b35.jpeg&w=64&q=75) ![User avatar 3](https://www.capterra.com/assets-bx-capterra/_next/image?url=https%3A%2F%2Fcdn0.capterra-static.com%2Fprofile-images%2Flinkedin%2F5036835df9b36abccc0afda72a1fa933.jpeg&w=64&q=75) Positive 95% Neutral 5% Negative 0% Starting price Contact vendor for pricing Free trial available Capterra Shortlist charts the highest-rated and most popular products... Our "Best of" badge program showcases products with the highest ratings... Our "Best of" badge program showcases products with the highest ratings... Do you work for Anaconda?[Manage this product listing](https://digitalmarkets.gartner.com/get-listed/claim-bx?url=https://www.anaconda.com/&name=Anaconda) ## Compare with a popular alternative Capterra selects software alternatives based on relevant features, verified user reviews and user interactions. Placement may be influenced by client status. ### Anaconda 4\.6 (86) ![Anaconda](https://www.capterra.com/assets-bx-capterra/_next/image?url=https%3A%2F%2Fgdm-catalog-fmapi-prod.imgix.net%2FProductLogo%2F4e78de46-c37e-4f91-b1ad-888437f167d1.jpeg&w=256&q=75) VS. ![SAS Viya](https://www.capterra.com/assets-bx-capterra/_next/image?url=https%3A%2F%2Fgdm-catalog-fmapi-prod.imgix.net%2FProductLogo%2F22936991-b5fd-4428-8f97-fdcb44259d5d.jpeg&w=256&q=75) ### SAS Viya [4\.4 (12) ![Trending up](https://www.capterra.com/Trend%20-%20up.svg)](https://www.capterra.com/p/10004983/SAS-Viya/#reviews) Visit Website Starting Price Contact vendor Starting Price Contact vendor ![Available](https://www.capterra.com/public-bx-capterra-v0/check.svg)Free Trial ![Available](https://www.capterra.com/public-bx-capterra-v0/check.svg)Free Version Pricing Options ![Available](https://www.capterra.com/public-bx-capterra-v0/check.svg)Free Trial ![Not available](https://www.capterra.com/public-bx-capterra-v0/cross.svg)Free Version Ease Of Use 4\.4 (86) Ease Of Use 4\.1 (2,255) Value For Money 4\.6 (58) Value For Money 3\.7 (1,737) Customer Service 4\.0 (52) Customer Service 3\.9 (1,681) ## Anaconda alternatives ![Minitab logo](https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/f6c6563a-c3d1-4705-aefa-cad563a71da6.png?auto=format%2Ccompress&fit=max&w=96&q=75&ch=Width%2CDPR) Minitab [4\.5 (387)](https://www.capterra.com/p/109731/Minitab-Statistical-Software/reviews/) Starting price \$1851.00 Per User, Per Month Pricing Options Free Trial Free Version User Rating 93% of reviewers rated it above 4 stars Visit Website [![Google Cloud logo](https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/2a3d334e-5a74-46a0-bfa0-70b4915098da.png?auto=format%2Ccompress&fit=max&w=96&q=75&ch=Width%2CDPR)](https://www.capterra.com/p/268690/Google-Cloud-Platform/) [Google Cloud](https://www.capterra.com/p/268690/Google-Cloud-Platform/) [4\.7 (2,255)](https://www.capterra.com/p/268690/Google-Cloud-Platform/reviews/) Starting price Contact vendor for pricing Pricing Options Free Trial Free Version User Rating 96% of reviewers rated it above 4 stars [Learn More](https://www.capterra.com/p/268690/Google-Cloud-Platform/) Highest Rated [![Rayven logo](https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/4510138a-2680-436b-b398-1219d4e4988a.png?auto=format%2Ccompress&fit=max&w=96&q=75&ch=Width%2CDPR)](https://www.capterra.com/p/173908/Rayven-Industrial-business-intelligence/) [Rayven](https://www.capterra.com/p/173908/Rayven-Industrial-business-intelligence/) [5\.0 (24)](https://www.capterra.com/p/173908/Rayven-Industrial-business-intelligence/#reviews) Starting price Contact vendor for pricing Pricing Options Free Trial Free Version User Rating 100% of reviewers rated it above 4 stars [Learn More](https://www.capterra.com/p/173908/Rayven-Industrial-business-intelligence/) [![Clickworker logo](https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/28f2830f-6fa3-4aab-a0bf-999124581d95.jpeg?auto=format%2Ccompress&fit=max&w=96&q=75&ch=Width%2CDPR)](https://www.capterra.com/p/175432/Clickworker/) [Clickworker](https://www.capterra.com/p/175432/Clickworker/) [4\.3 (58)](https://www.capterra.com/p/175432/Clickworker/reviews/) Starting price Contact vendor for pricing Pricing Options Free Trial Free Version User Rating 90% of reviewers rated it above 4 stars [Learn More](https://www.capterra.com/p/175432/Clickworker/) [View all alternatives](https://www.capterra.com/p/191760/Anaconda/alternatives/) ## Features Features with the highest number of reviews are displayed first. Those that have no reviews appear next, sorted alphabetically. Predictive Analytics 4\.2 (21) 71\.43% of 21 reviewers that rated this feature as important or highly important Predict future data based on historical data sets Predictive Modeling 4\.4 (21) 71\.43% of 21 reviewers that rated this feature as important or highly important Analyzing historical and current data and generating a model to help predict future outcomes. Data Visualization 4\.2 (5) 60\.00% of 5 reviewers that rated this feature as important or highly important Graphical representation of data Model Training 4\.8 (5) 120\.00% of 5 reviewers that rated this feature as important or highly important Process of testing an ML algorithm by feeding it training data to learn from API 4\.3 (4) 50\.00% of 4 reviewers that rated this feature as important or highly important Application programming interface that allows for integration with other systems/databases ML Algorithm Library 4\.5 (4) 100\.00% of 4 reviewers that rated this feature as important or highly important Share, track, and store machine learning models and data. See all 42 features → Anaconda 42 features Access Controls/Permissions Define levels of authorization for access to specific files or systems AI/Machine Learning Software program that continuously adjusts its behavior based on observed data API Application programming interface that allows for integration with other systems/databases Chatbot AI-based platform which conducts a conversation via auditory or textual methods Collaboration Tools Provides a channel for team members to share media files, communicate, and work together Compliance Management Track and manage adherence to policies for any service, product, process, or supplier Dashboard Assembly of graphs and charts for visualizing and tracking statistics/metrics Dashboard Creation Creation and customization of dashboards Data Capture and Transfer Import, collect, and capture data from multiple sources Data Cleansing Removes data that is incomplete, inaccurate, or irrelevant from a dataset Data Connectors Connect to big data sources Data Discovery Discover and connect variety of data sources to the application for analysis Data Extraction Automatically retrieve and pull information from documents, websites, images, data sets, and other sources Data Import/Export Import and export data to and from software applications Data Management Ability to handle large datasets Data Preparation Transforming raw data to run it through machine learning algorithms to uncover insights or make predictions. Data Security Protect sensitive data for digital privacy Data Storage Management Manage and store data in a database Data Visualization Graphical representation of data Deep Learning Artificial neural networks using multiple layers of processing are used to extract progressively higher level features from data. High Volume Processing Process and analyze large volume of data HIPAA Compliant Compliant with HIPAA, which sets standards for sensitive patient data protection Information Governance Accountability over info/data that ensures appropriate behavior in the valuation, creation, storage, use, archiving & deletion of info. KPI Monitoring Tracking the status of previously identified performance measurements Machine Learning Enable businesses to implement machine learning algorithms on business data such as sales and revenue ML Algorithm Library Share, track, and store machine learning models and data. Model Training Process of testing an ML algorithm by feeding it training data to learn from Multiple Data Sources Allows users to manage data from a number of sources Natural Language Processing Process and analyze human language in text or audio form Predictive Analytics Predict future data based on historical data sets Predictive Modeling Analyzing historical and current data and generating a model to help predict future outcomes. Public Dashboards Publish dashboard publicly on various platforms Reporting/Analytics View and track pertinent metrics to find patterns and gain insights from data Role-Based Permissions Set & manage permission levels based on user roles and restrict access to only authorized individuals Single Page View Display aggregated data points on one page for a bird's eye view assessment Single Sign On Allow users to access multiple services after entering their login credentials once Statistical Analysis Apply statistical/mathematical models to sets of data User Management Manage user accounts, profiles, roles, permissions, and other details across applications, devices or networks Version Control Track revisions and updates made to files and navigate between different versions Visual Analytics Interact with data visualization elements, such as charts and graphs, to drill down into data Visual Discovery Process of visually navigating data and applying analytics to detect patterns, gain insight, and answer specific business queries. Visualization Graphical representation of data or processes Get Advice We can help you find the software with the features you need. ![Logo](https://www.capterra.com/assets-bx-capterra/_next/image?url=https%3A%2F%2Fgdm-catalog-fmapi-prod.imgix.net%2FProductLogo%2F4e78de46-c37e-4f91-b1ad-888437f167d1.jpeg&w=48&q=75)Features 4\.7 (86) 4\.7 Based on 86 reviews ## Pricing ![Product logo](https://www.capterra.com/assets-bx-capterra/_next/image?url=https%3A%2F%2Fgdm-catalog-fmapi-prod.imgix.net%2FProductLogo%2F4e78de46-c37e-4f91-b1ad-888437f167d1.jpeg&w=48&q=75) Value for money 4\.6 (58) ### Starting price Contact vendor for pricing Free trial available ![Logo](https://www.capterra.com/assets-bx-capterra/_next/image?url=https%3A%2F%2Fgdm-catalog-fmapi-prod.imgix.net%2FProductLogo%2F4e78de46-c37e-4f91-b1ad-888437f167d1.jpeg&w=48&q=75)Value for money 4\.6 (58) 4\.6 Based on 58 reviews ![Capterra advisor with headset ready for consultation](https://www.capterra.com/assets-bx-capterra/_next/image?url=%2Fpublic-bx-capterra-v0%2Fconsultation-banner.png&w=3840&q=75) Connect with a Capterra advisor for a free 15-minute consultation Get a personalized software list aligned to your business needs with guidance from our expert advisors. Our team has helped 1 million+ businesses like yours find options that fit their needs. Talk to an expert ## Support, customer service and training options ![Product logo](https://www.capterra.com/assets-bx-capterra/_next/image?url=https%3A%2F%2Fgdm-catalog-fmapi-prod.imgix.net%2FProductLogo%2F4e78de46-c37e-4f91-b1ad-888437f167d1.jpeg&w=48&q=75) Customer Service 4\.0 (52) Support - Email/Help Desk - FAQs/Forum - Knowledge Base - Phone Support - 24/7 (Live rep) - Chat Training - In Person - Live Online - Webinars - Documentation - Videos Deployment - Web - Android - iPhone/iPad Typical users - Freelancers - Small businesses - Mid size businesses - Enterprises ![Logo](https://www.capterra.com/assets-bx-capterra/_next/image?url=https%3A%2F%2Fgdm-catalog-fmapi-prod.imgix.net%2FProductLogo%2F4e78de46-c37e-4f91-b1ad-888437f167d1.jpeg&w=48&q=75)Customer Service 4\.0 (52) 4\.0 Based on 52 reviews ## User reviews How are reviews collected? Overall rating Write a review![Write review icon](https://www.capterra.com/public-bx-capterra-v0/Icon-write.svg) 4\.6 Based on 86 reviews Filter by rating 5(58) 4(24) 3(4) 2(0) 1(0) Mentioned topic Ease of Use User Interface Performance and Speed Data Science Package Management Bugs and Issues Sorted by most recent ![Essence W.](https://www.capterra.com/assets-bx-capterra/_next/image?url=https%3A%2F%2Freviews.capterra.com%2Fcdn%2Fprofile-images%2Flinkedin%2F3567e5953727a1b4f445055147f367a05c1e4e5908b53abf2364b13d276f359d.jpeg&w=96&q=75) Essence W. Professor Education Management ### "Still a Great Tool!" 4\.0 Overall Rating 4\.0 4\.0 Ease of Use 5\.0 5\.0 Features 5\.0 5\.0 Customer Service 4\.0 4\.0 Likelihood to Recommend 10/10 March 23, 2026 Pros I enjoy using Ananconda when practicing code in Python and R and sharing notebooks with others. Especially as someone who uses machine learning often its quite helpful Cons It is a definitely a learning curve and now that I often use databricks I don't often use it as much. Review source Incentivized review: software users are invited to submit an honest review and offered a nominal incentive for their time and effort. All incentivized reviews are subject to our verification process prior to publication. View less AR Aditya R. Product Manager Computer Networking ### "A convenient and beginner friendly tool for managing data science workflows" 5\.0 Overall Rating 5\.0 5\.0 Ease of Use 4\.0 4\.0 Features 5\.0 5\.0 Customer Service 4\.0 4\.0 Likelihood to Recommend 8/10 January 4, 2026 Overall, my experience with Anaconda has been positive. It has made data management much easier by providing a stable environment to work with large datasets and popular libraries without constant dependency issues. The free version offers a lot, especially for students and individual users, which makes it very cost-effective. Pros What I liked most about Anaconda is how smoothly it brings everything together in one place. Installing Python, managing libraries, and working with tools like Jupyter Notebook becomes much simpler, especially when handling data analysis tasks. It saves time, reduces setup issues, and lets me focus more on learning and building projects rather than fixing environment problems. Cons One thing I liked least about Anaconda is that it can feel heavy and slow at times, especially on systems with limited resources. The environment management, while powerful, can be confusing in the beginning and sometimes leads to version conflicts. Also, updates and package installations occasionally take longer than expected, which can interrupt workflow. Review source Non-incentivized review: any software user can leave a review for any product listed on our site. All submitted reviews are subject to our verification process prior to publication. Continue reading TM Terry M. Senior Analyst Mining & Metals ### "must use for every data scientist" 5\.0 Overall Rating 5\.0 5\.0 Ease of Use 4\.0 4\.0 Features 5\.0 5\.0 Customer Service 0\.0 0\.0 Likelihood to Recommend 10/10 May 3, 2025 Pros best package management solution for python, two IDE can choose from jupyter or spyder Cons conda managed packages are usually lagging actual package versions, using pip install can easily create conflicts Switched from [![Microsoft Visual Studio](https://www.capterra.com/assets-bx-capterra/_next/image?url=https%3A%2F%2Fgdm-catalog-fmapi-prod.imgix.net%2FProductLogo%2F1b6d695a-be0d-4aaf-920f-675585b5bb9c.png&w=48&q=75)Microsoft Visual Studio](https://www.capterra.com/p/80230/microsoft-visual-studio/) anaconda is more intuitive and user friendly for package management Review source Incentivized review: software users are invited to submit an honest review and offered a nominal incentive for their time and effort. All incentivized reviews are subject to our verification process prior to publication. Continue reading ![Fungai Nicole C.](https://www.capterra.com/assets-bx-capterra/_next/image?url=https%3A%2F%2Freviews.capterra.com%2Fcdn%2Fprofile-images%2Flinkedin%2F4c545f6ef642ca7efc30073c45a7702a2d0063b4aa5583732596be0d7664050c.jpeg&w=96&q=75) Fungai Nicole C. Support Worker Hospital & Health Care ### "Easy to setup environments and code in many languages with Anaconda. Can be integrated with Streamlit." 5\.0 Overall Rating 5\.0 5\.0 Ease of Use 5\.0 5\.0 Features 5\.0 5\.0 Customer Service 5\.0 5\.0 Likelihood to Recommend 9/10 April 18, 2025 I loved integrating Anaconda with Streamlit. I had spent a significant amount of time trying to setup Streamlit on my PC but it was not running. I like that it has a large variety of integrations for example CoLab and this was really awesome because I could edit my python code in the Anaconda interface before deploying my finished app to Streamlit. You can use a lot of coding languages to code from C to others like visual basic. Pros I liked how easy it was to integrate the Anaconda environment with Streamlit. I was having trouble installing Streamlit on my computer and as soon I followed the easy instructions, I could just play a Play button and the environment would run smoothly. Cons The Windows setup file can take a while to download but it is worth it. Switched from [![Google Cloud](https://www.capterra.com/assets-bx-capterra/_next/image?url=https%3A%2F%2Fgdm-catalog-fmapi-prod.imgix.net%2FProductLogo%2F2a3d334e-5a74-46a0-bfa0-70b4915098da.png&w=48&q=75)Google Cloud](https://www.capterra.com/p/268690/Google-Cloud-Platform/) I wanted to compare products to see which was more user friendly. Review source Incentivized review: software users are invited to submit an honest review and offered a nominal incentive for their time and effort. All incentivized reviews are subject to our verification process prior to publication. Continue reading LH Leslie H. Student Information Technology and Services ### "Cohesive and Practical " 5\.0 Overall Rating 5\.0 5\.0 Ease of Use 5\.0 5\.0 Features 5\.0 5\.0 Customer Service 0\.0 0\.0 Likelihood to Recommend 10/10 November 15, 2024 Pros Easy to create environments and coordinate packages. Cons The GUI runs a little slow on my basic personal computer. Review source Non-incentivized review: any software user can leave a review for any product listed on our site. All submitted reviews are subject to our verification process prior to publication. Continue reading GC George C. Retired CAE Engineer Automotive ### "Anaconda package" 4\.0 Overall Rating 4\.0 4\.0 Ease of Use 3\.0 3\.0 Features 4\.0 4\.0 Customer Service 2\.0 2\.0 Likelihood to Recommend 7/10 November 11, 2024 I am using this software since 2020 and until now I am satisfied with the obtained results. Pros It is complete package for a programer or analyst. It is usefully for a beginner or for an experienced. Cons It is to slowly for oldest computers and take a lot of resources like memory or CPU Review source Incentivized review: software users are invited to submit an honest review and offered a nominal incentive for their time and effort. All incentivized reviews are subject to our verification process prior to publication. Continue reading CM Christhian M. Data Scientist Financial Services ### "Review of Anaconda" 3\.0 Overall Rating 3\.0 3\.0 Ease of Use 5\.0 5\.0 Features 3\.0 3\.0 Customer Service 3\.0 3\.0 Likelihood to Recommend 9/10 October 21, 2024 Pros As a data scientist, we all know and have use anaconda because it provide every element needed to help us develop our projet. Between those elements we have IDEs, notebook editor, Python and R preinstalled with the most used libraries. Cons Anaconda unfortunately takes too much space on laptop and it is sometimes really slow even when opening it Review source Non-incentivized review: any software user can leave a review for any product listed on our site. All submitted reviews are subject to our verification process prior to publication. Continue reading VS Vikash S. Assistant professor Education Management ### "Coding and Executing" 5\.0 Overall Rating 5\.0 5\.0 Ease of Use 5\.0 5\.0 Features 5\.0 5\.0 Customer Service 5\.0 5\.0 Likelihood to Recommend 10/10 August 1, 2024 Its easy to use ..and have multiple library functions pre installed in it Pros We can do multi-tasking , like its all in one for coding we can do Machine Learning, Data science and many more Cons It is mostly only for the data science field not for web development Review source Non-incentivized review: any software user can leave a review for any product listed on our site. All submitted reviews are subject to our verification process prior to publication. Continue reading AM abir m. Trainer Professional Training & Coaching ### "Python distribution " 3\.0 Overall Rating 3\.0 3\.0 Ease of Use 4\.0 4\.0 Features 4\.0 4\.0 Customer Service 4\.0 4\.0 Likelihood to Recommend 8/10 March 15, 2024 Pros It contains almost all the python IDE. Once we download Anaconda all the most needed libraries are already installed. Cons When I installed Numpy and Pandas libraries they weren't working on "Pycharm" even when they were working in "VS Code" Review source Non-incentivized review: any software user can leave a review for any product listed on our site. All submitted reviews are subject to our verification process prior to publication. Continue reading ![Naresh B.](https://www.capterra.com/assets-bx-capterra/_next/image?url=https%3A%2F%2Freviews.capterra.com%2Fcdn%2Fprofile-images%2Flinkedin%2Fee46315d65b88f3b9e51f9c3879731ad3730a661944b3f78a76d236e2e6df957.jpeg&w=96&q=75) Naresh B. Frontend Engineer Information Technology and Services ### "The highly recommend and necessary tool for data scientists" 5\.0 Overall Rating 5\.0 5\.0 Ease of Use 4\.0 4\.0 Features 5\.0 5\.0 Customer Service 5\.0 5\.0 Likelihood to Recommend 10/10 December 15, 2023 Pros It was easy to use and it has support for multiple applications to make it easy to use multiple features from the same application. Cons Although it supports multiple applications it can be bulky, which in turn can make your code execution slow if you have a low end system Review source Non-incentivized review: any software user can leave a review for any product listed on our site. All submitted reviews are subject to our verification process prior to publication. Continue reading [View all Reviews](https://www.capterra.com/p/191760/Anaconda/reviews/) Popular comparisons [Dataiku vs Anaconda](https://www.capterra.com/compare/142192-191760/Data-Science-Studio-DSS-vs-Anaconda) Independent research methodology Capterra's researchers use a mix of verified reviews, independent research and objective methodologies to bring you selection and ranking information you can trust. While we may earn a referral fee when you visit a provider through our links or speak to an advisor, this has no influence on our research or methodology. [Learn more](https://www.capterra.com/resources/proprietary-data-research/) How Capterra verifies reviews Capterra carefully verified over 2.5 million+ reviews to bring you authentic software experiences from real users. Our human moderators verify that reviewers are real people and that reviews are authentic. They use leading tech to analyze text quality and to detect plagiarism and generative AI. 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Readable Markdown	1. [Machine Learning Software](https://www.capterra.com/machine-learning-software/) 2. Anaconda ## ![Anaconda Logo](https://www.capterra.com/assets-bx-capterra/_next/image?url=https%3A%2F%2Fgdm-catalog-fmapi-prod.imgix.net%2FProductLogo%2F4e78de46-c37e-4f91-b1ad-888437f167d1.jpeg&w=96&q=75) Anaconda Software Review 2026: Features, Integrations, Pros & Cons ![page author 1](https://www.capterra.com/assets-bx-capterra/_next/image?url=%2Fpublic-bx-capterra-v0%2Fauthorship-reviewer-1.jpg&w=48&q=75)![page author 2](https://www.capterra.com/assets-bx-capterra/_next/image?url=%2Fpublic-bx-capterra-v0%2Fauthorship-reviewer-2.jpg&w=48&q=75)Last updated on March 13, 2026 Provider data verified by our Software Research team, and reviews moderated by our Reviews Verification team. ## What is Anaconda? With 43 million users, Anaconda is the world’s most popular data science platform and the foundation of modern AI development. We pioneered the use of Python for data science, champion its vibrant community, and continue to steward open-source projects that make possible the advancements of tomorrow. Our enterprise-grade solutions enable corporate, research, and academic organizations around the world to harness the power of open source for competitive advantage, groundbreaking research, and a better world. Overall rating Based on 86 user reviews Reviews sentiment ![User avatar 1](https://www.capterra.com/assets-bx-capterra/_next/image?url=https%3A%2F%2Freviews.capterra.com%2Fcdn%2Fprofile-images%2Flinkedin%2F4c545f6ef642ca7efc30073c45a7702a2d0063b4aa5583732596be0d7664050c.jpeg&w=64&q=75) ![User avatar 2](https://www.capterra.com/assets-bx-capterra/_next/image?url=https%3A%2F%2Fcdn0.capterra-static.com%2Fprofile-images%2Flinkedin%2F68fd40438bd117a3c1f7eb6413180b35.jpeg&w=64&q=75) ![User avatar 3](https://www.capterra.com/assets-bx-capterra/_next/image?url=https%3A%2F%2Fcdn0.capterra-static.com%2Fprofile-images%2Flinkedin%2F5036835df9b36abccc0afda72a1fa933.jpeg&w=64&q=75) Positive 95% Neutral 5% Negative 0% Contact vendor for pricing Free trial available ## Compare with a popular alternative Capterra selects software alternatives based on relevant features, verified user reviews and user interactions. Placement may be influenced by client status. Anaconda 4\.6 (86) ![Anaconda](https://www.capterra.com/assets-bx-capterra/_next/image?url=https%3A%2F%2Fgdm-catalog-fmapi-prod.imgix.net%2FProductLogo%2F4e78de46-c37e-4f91-b1ad-888437f167d1.jpeg&w=256&q=75) VS. Starting Price Contact vendor Starting Price Contact vendor ![Available](https://www.capterra.com/public-bx-capterra-v0/check.svg)Free Trial ![Available](https://www.capterra.com/public-bx-capterra-v0/check.svg)Free Version Pricing Options ![Available](https://www.capterra.com/public-bx-capterra-v0/check.svg)Free Trial ![Not available](https://www.capterra.com/public-bx-capterra-v0/cross.svg)Free Version Ease Of Use 4\.4 (86) Ease Of Use 4\.1 (2,255) Value For Money 4\.6 (58) Value For Money 3\.7 (1,737) Customer Service 4\.0 (52) Customer Service 3\.9 (1,681) Starting price \$1851.00 Per User, Per Month Pricing Options Free Trial Free Version User Rating 93% of reviewers rated it above 4 stars [![Google Cloud logo](https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/2a3d334e-5a74-46a0-bfa0-70b4915098da.png?auto=format%2Ccompress&fit=max&w=96&q=75&ch=Width%2CDPR)](https://www.capterra.com/p/268690/Google-Cloud-Platform/) Starting price Contact vendor for pricing Pricing Options Free Trial Free Version User Rating 96% of reviewers rated it above 4 stars [Learn More](https://www.capterra.com/p/268690/Google-Cloud-Platform/) Highest Rated [![Rayven logo](https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/4510138a-2680-436b-b398-1219d4e4988a.png?auto=format%2Ccompress&fit=max&w=96&q=75&ch=Width%2CDPR)](https://www.capterra.com/p/173908/Rayven-Industrial-business-intelligence/) Starting price Contact vendor for pricing Pricing Options Free Trial Free Version User Rating 100% of reviewers rated it above 4 stars [Learn More](https://www.capterra.com/p/173908/Rayven-Industrial-business-intelligence/) [![Clickworker logo](https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/28f2830f-6fa3-4aab-a0bf-999124581d95.jpeg?auto=format%2Ccompress&fit=max&w=96&q=75&ch=Width%2CDPR)](https://www.capterra.com/p/175432/Clickworker/) Starting price Contact vendor for pricing Pricing Options Free Trial Free Version User Rating 90% of reviewers rated it above 4 stars [Learn More](https://www.capterra.com/p/175432/Clickworker/) Features with the highest number of reviews are displayed first. Those that have no reviews appear next, sorted alphabetically. Predictive Analytics 4\.2 (21) 71\.43% of 21 reviewers that rated this feature as important or highly important Predict future data based on historical data sets Predictive Modeling 4\.4 (21) 71\.43% of 21 reviewers that rated this feature as important or highly important Analyzing historical and current data and generating a model to help predict future outcomes. Data Visualization 4\.2 (5) 60\.00% of 5 reviewers that rated this feature as important or highly important Graphical representation of data Model Training 4\.8 (5) 120\.00% of 5 reviewers that rated this feature as important or highly important Process of testing an ML algorithm by feeding it training data to learn from API 4\.3 (4) 50\.00% of 4 reviewers that rated this feature as important or highly important Application programming interface that allows for integration with other systems/databases ML Algorithm Library 4\.5 (4) 100\.00% of 4 reviewers that rated this feature as important or highly important Share, track, and store machine learning models and data. Anaconda 42 features Define levels of authorization for access to specific files or systems Software program that continuously adjusts its behavior based on observed data Application programming interface that allows for integration with other systems/databases AI-based platform which conducts a conversation via auditory or textual methods Provides a channel for team members to share media files, communicate, and work together Track and manage adherence to policies for any service, product, process, or supplier Assembly of graphs and charts for visualizing and tracking statistics/metrics Creation and customization of dashboards Import, collect, and capture data from multiple sources Removes data that is incomplete, inaccurate, or irrelevant from a dataset Connect to big data sources Discover and connect variety of data sources to the application for analysis Automatically retrieve and pull information from documents, websites, images, data sets, and other sources Import and export data to and from software applications Ability to handle large datasets Transforming raw data to run it through machine learning algorithms to uncover insights or make predictions. Protect sensitive data for digital privacy Manage and store data in a database Graphical representation of data Artificial neural networks using multiple layers of processing are used to extract progressively higher level features from data. Process and analyze large volume of data Compliant with HIPAA, which sets standards for sensitive patient data protection Accountability over info/data that ensures appropriate behavior in the valuation, creation, storage, use, archiving & deletion of info. Tracking the status of previously identified performance measurements Enable businesses to implement machine learning algorithms on business data such as sales and revenue Share, track, and store machine learning models and data. Process of testing an ML algorithm by feeding it training data to learn from Allows users to manage data from a number of sources Process and analyze human language in text or audio form Predict future data based on historical data sets Analyzing historical and current data and generating a model to help predict future outcomes. Publish dashboard publicly on various platforms View and track pertinent metrics to find patterns and gain insights from data Set & manage permission levels based on user roles and restrict access to only authorized individuals Display aggregated data points on one page for a bird's eye view assessment Allow users to access multiple services after entering their login credentials once Apply statistical/mathematical models to sets of data Manage user accounts, profiles, roles, permissions, and other details across applications, devices or networks Track revisions and updates made to files and navigate between different versions Interact with data visualization elements, such as charts and graphs, to drill down into data Process of visually navigating data and applying analytics to detect patterns, gain insight, and answer specific business queries. Graphical representation of data or processes Get Advice We can help you find the software with the features you need. ![Logo](https://www.capterra.com/assets-bx-capterra/_next/image?url=https%3A%2F%2Fgdm-catalog-fmapi-prod.imgix.net%2FProductLogo%2F4e78de46-c37e-4f91-b1ad-888437f167d1.jpeg&w=48&q=75)Features Based on 86 reviews ## Pricing ### Starting price Contact vendor for pricing Free trial available ![Capterra advisor with headset ready for consultation](https://www.capterra.com/assets-bx-capterra/_next/image?url=%2Fpublic-bx-capterra-v0%2Fconsultation-banner.png&w=3840&q=75) Connect with a Capterra advisor for a free 15-minute consultation Get a personalized software list aligned to your business needs with guidance from our expert advisors. Our team has helped 1 million+ businesses like yours find options that fit their needs. ## Support, customer service and training options Support - Email/Help Desk - FAQs/Forum - Knowledge Base - Phone Support - 24/7 (Live rep) - Chat Training - In Person - Live Online - Webinars - Documentation - Videos Deployment - Web - Android - iPhone/iPad Typical users - Freelancers - Small businesses - Mid size businesses - Enterprises Overall rating 4\.6 Based on 86 reviews Filter by rating 5(58)4(24)3(4)2(0)1(0) Mentioned topic Sorted by most recent ![Essence W.](https://www.capterra.com/assets-bx-capterra/_next/image?url=https%3A%2F%2Freviews.capterra.com%2Fcdn%2Fprofile-images%2Flinkedin%2F3567e5953727a1b4f445055147f367a05c1e4e5908b53abf2364b13d276f359d.jpeg&w=96&q=75) Essence W. Professor Education Management ### "Still a Great Tool!" 4\.0 Overall Rating 4\.0 4\.0 Ease of Use 5\.0 5\.0 Features 5\.0 5\.0 Customer Service 4\.0 4\.0 Likelihood to Recommend 10/10 March 23, 2026 Pros I enjoy using Ananconda when practicing code in Python and R and sharing notebooks with others. Especially as someone who uses machine learning often its quite helpful Cons It is a definitely a learning curve and now that I often use databricks I don't often use it as much. Review sourceIncentivized review: software users are invited to submit an honest review and offered a nominal incentive for their time and effort. All incentivized reviews are subject to our verification process prior to publication. AR Aditya R. Product Manager Computer Networking ### "A convenient and beginner friendly tool for managing data science workflows" 5\.0 Overall Rating 5\.0 5\.0 Ease of Use 4\.0 4\.0 Features 5\.0 5\.0 Customer Service 4\.0 4\.0 Likelihood to Recommend 8/10 January 4, 2026 Overall, my experience with Anaconda has been positive. It has made data management much easier by providing a stable environment to work with large datasets and popular libraries without constant dependency issues. The free version offers a lot, especially for students and individual users, which makes it very cost-effective. TM Terry M. Senior Analyst Mining & Metals ### "must use for every data scientist" 5\.0 Overall Rating 5\.0 5\.0 Ease of Use 4\.0 4\.0 Features 5\.0 5\.0 Customer Service 0\.0 0\.0 Likelihood to Recommend 10/10 May 3, 2025 ![Fungai Nicole C.](https://www.capterra.com/assets-bx-capterra/_next/image?url=https%3A%2F%2Freviews.capterra.com%2Fcdn%2Fprofile-images%2Flinkedin%2F4c545f6ef642ca7efc30073c45a7702a2d0063b4aa5583732596be0d7664050c.jpeg&w=96&q=75) Fungai Nicole C. Support Worker Hospital & Health Care ### "Easy to setup environments and code in many languages with Anaconda. Can be integrated with Streamlit." 5\.0 Overall Rating 5\.0 5\.0 Ease of Use 5\.0 5\.0 Features 5\.0 5\.0 Customer Service 5\.0 5\.0 Likelihood to Recommend 9/10 April 18, 2025 I loved integrating Anaconda with Streamlit. I had spent a significant amount of time trying to setup Streamlit on my PC but it was not running. I like that it has a large variety of integrations for example CoLab and this was really awesome because I could edit my python code in the Anaconda interface before deploying my finished app to Streamlit. You can use a lot of coding languages to code from C to others like visual basic. LH Leslie H. Student Information Technology and Services ### "Cohesive and Practical " 5\.0 Overall Rating 5\.0 5\.0 Ease of Use 5\.0 5\.0 Features 5\.0 5\.0 Customer Service 0\.0 0\.0 Likelihood to Recommend 10/10 November 15, 2024 GC George C. Retired CAE Engineer Automotive ### "Anaconda package" 4\.0 Overall Rating 4\.0 4\.0 Ease of Use 3\.0 3\.0 Features 4\.0 4\.0 Customer Service 2\.0 2\.0 Likelihood to Recommend 7/10 November 11, 2024 I am using this software since 2020 and until now I am satisfied with the obtained results. CM Christhian M. Data Scientist Financial Services ### "Review of Anaconda" 3\.0 Overall Rating 3\.0 3\.0 Ease of Use 5\.0 5\.0 Features 3\.0 3\.0 Customer Service 3\.0 3\.0 Likelihood to Recommend 9/10 October 21, 2024 VS Vikash S. Assistant professor Education Management ### "Coding and Executing" 5\.0 Overall Rating 5\.0 5\.0 Ease of Use 5\.0 5\.0 Features 5\.0 5\.0 Customer Service 5\.0 5\.0 Likelihood to Recommend 10/10 August 1, 2024 Its easy to use ..and have multiple library functions pre installed in it AM abir m. Trainer Professional Training & Coaching ### "Python distribution " 3\.0 Overall Rating 3\.0 3\.0 Ease of Use 4\.0 4\.0 Features 4\.0 4\.0 Customer Service 4\.0 4\.0 Likelihood to Recommend 8/10 March 15, 2024 ![Naresh B.](https://www.capterra.com/assets-bx-capterra/_next/image?url=https%3A%2F%2Freviews.capterra.com%2Fcdn%2Fprofile-images%2Flinkedin%2Fee46315d65b88f3b9e51f9c3879731ad3730a661944b3f78a76d236e2e6df957.jpeg&w=96&q=75) Naresh B. Frontend Engineer Information Technology and Services ### "The highly recommend and necessary tool for data scientists" 5\.0 Overall Rating 5\.0 5\.0 Ease of Use 4\.0 4\.0 Features 5\.0 5\.0 Customer Service 5\.0 5\.0 Likelihood to Recommend 10/10 December 15, 2023 Popular comparisons
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