🕷️ Crawler Inspector

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Raw Queries and Responses

1. Shard Calculation

Query:

Response:

Calculated Shard: 60 (from laksa023)

2. Crawled Status Check

Query:

curl -X POST \
  'http://laksa060.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.8thandwalton.com/blog/correction-of-errors-coe/\')), getAhrefsUnparsedNoserviceFromURL(\'https://www.8thandwalton.com/blog/correction-of-errors-coe/\'))) FORMAT JSONEachRow'

Response:

{"found_url":"https:\/\/www.8thandwalton.com\/blog\/correction-of-errors-coe\/","crawl_time":1775272061,"first_indexed_time":1601535659,"http_code":200,"src_unparsed":"com,8thandwalton!www,\/blog\/correction-of-errors-coe\/ s443","src_root_hash":"5440141451050858460","history_drop_reason":null,"meta_title":"What Is a Correction of Errors (COE)? | 8th & Walton","meta_descriptions":[],"attrs_boilerpipe_text":"COE stands for Correction of Errors.\nOne observer calls it “business journaling.” It’s the practice of taking time to do a weekly or monthly recap of your business, writing down what’s happening, what went wrong, what went well, and what needs change.\nEach Walmart executive keeps a log of decisions made that didn’t work out, in addition to data about sales and other KPIs. By acknowledging errors, they can avoid making the same mistakes repeatedly.\nWhen they first hear the term, some outsiders are reminded of Mao’s Criticism-Self Criticism sessions or of school demerit books. The Walmart COE isn’t harsh, though. It reflects the humility and the wisdom of the Walmart Way.\nThe object is not to assign blame or find scapegoats. Instead, the point is to identify places in the business where the customer experience can be improved, the supply chain can be tightened up, and costs can be shaved. By looking back at the actions taken and identifying actions that weren’t perfect, it’s possible for the business to move ever closer to perfection.\nHere are some of the items that might be included in COEs:\nCategory highlights\nCategory opportunities\nNew product launch and performance\nPromotional event results\nRollbacks and key pricing actions\nEvent anniversaries\nWeather impact\nLogistical performance to goals\nWalmart suppliers might want to take up the practice, too. Documenting what works and what needs work is good for any business. It can also be a powerful tool for improving your business with Walmart.","attrs_markdown":"[Skip to content](https:\/\/www.8thandwalton.com\/blog\/correction-of-errors-coe\/#main)\n\n[![8th & Walton](https:\/\/www.8thandwalton.com\/wp-content\/themes\/8thwalton\/img\/logo.png)](https:\/\/www.8thandwalton.com\/)\n\n- [Consulting](https:\/\/www.8thandwalton.com\/consulting\/)\n- [Training](https:\/\/www.8thandwalton.com\/training\/)\n- [RESOURCES](https:\/\/www.8thandwalton.com\/resources\/)\n  - [NEWS](https:\/\/www.8thandwalton.com\/news\/)\n  - [BLOG](https:\/\/www.8thandwalton.com\/blog\/)\n  - [PODCAST](https:\/\/www.8thandwalton.com\/podcasts\/)\n  - [WALMART CALENDAR](https:\/\/www.8thandwalton.com\/resources\/walmart-calendar\/)\n  - [WALMART DEPARTMENT NUMBERS](https:\/\/www.8thandwalton.com\/resources\/walmart-departments\/)\n  - [SCINTILLA™ HUB](https:\/\/www.8thandwalton.com\/scintilla\/)\n  - [WALMART TERMS & ABBREVIATIONS](https:\/\/www.8thandwalton.com\/resources\/walmart-terminology\/)\n  - [WALMART ACCOUNTING REFERENCE SHEET](https:\/\/www.8thandwalton.com\/resources\/walmart-accounting-reference-sheet\/)\n  - [COLLECT VS PREPAID DELIVERY](https:\/\/www.8thandwalton.com\/resources\/walmart-collect-and-prepaid-delivery\/)\n  - [RETAIL MATH FORMULAS](https:\/\/www.8thandwalton.com\/resources\/retail-math-formulas\/)\n  - [NEW SUPPLIER CHECKLIST](https:\/\/www.8thandwalton.com\/resources\/walmart-new-supplier-checklist\/)\n  - [FREE ASSESSMENT FOR WALMART SUPPLIERS](https:\/\/www.8thandwalton.com\/freeassessment\/)\n- [ABOUT US](https:\/\/www.8thandwalton.com\/about-us\/)\n  - [8TH & WALTON EARNS B CORP CERTIFICATION](https:\/\/www.8thandwalton.com\/b-corp-certification\/)\n  - [CAREERS](https:\/\/www.8thandwalton.com\/careers\/)\n- [CONTACT US](https:\/\/www.8thandwalton.com\/contact\/)\n- [View Cart 0](https:\/\/orders.8thandwalton.com\/cart\/participants)\n- [Search]()\n\n# Correction of Errors (COE)\nBy [8th & Walton](https:\/\/www.8thandwalton.com\/blog\/correction-of-errors-coe\/#author) \\| on August 5, 2014\n\nCOE stands for Correction of Errors.\n\nOne observer calls it “business journaling.” It’s the practice of taking time to do a weekly or monthly recap of your business, writing down what’s happening, what went wrong, what went well, and what needs change.\n\nEach Walmart executive keeps a log of decisions made that didn’t work out, in addition to data about sales and other KPIs. By acknowledging errors, they can avoid making the same mistakes repeatedly.\n\nWhen they first hear the term, some outsiders are reminded of Mao’s Criticism-Self Criticism sessions or of school demerit books. The Walmart COE isn’t harsh, though. It reflects the humility and the wisdom of the Walmart Way.\n\nThe object is not to assign blame or find scapegoats. Instead, the point is to identify places in the business where the customer experience can be improved, the supply chain can be tightened up, and costs can be shaved. By looking back at the actions taken and identifying actions that weren’t perfect, it’s possible for the business to move ever closer to perfection.\n\nHere are some of the items that might be included in COEs:\n\n- Category highlights\n- Category opportunities\n- New product launch and performance\n- Promotional event results\n- Rollbacks and key pricing actions\n- Event anniversaries\n- Weather impact\n- Logistical performance to goals\n\nWalmart suppliers might want to take up the practice, too. Documenting what works and what needs work is good for any business. It can also be a powerful tool for improving your business with Walmart.\n\n![](https:\/\/www.8thandwalton.com\/wp-content\/uploads\/2021\/09\/terms_new_cta.jpg)\n\n## About the Author\n***\n![](https:\/\/www.8thandwalton.com\/wp-content\/uploads\/2020\/01\/8th-walton-favicon.png)\n\n8th & Walton consists of retail industry experts with a combined 200+ years of Walmart and Walmart supplier experience. Having helped hundreds of CPG companies in their efforts to be better supplier partners to the world's most influential retailer, the 8th & Walton editorial team prides itself on being a go-to resource for Walmart supplier news and insights.\n\n## Related Content\n***\n[![](https:\/\/www.8thandwalton.com\/wp-content\/uploads\/2026\/04\/260402-PathFinders-Spotlight-300x300.png)](https:\/\/www.8thandwalton.com\/blog\/walmart-supply-crisis-case-study\/)\n\n### [How One Supplier Kept Their Walmart Distribution and Their Relationship Through a Supply Crisis](https:\/\/www.8thandwalton.com\/blog\/walmart-supply-crisis-case-study\/)\n\n[![](https:\/\/www.8thandwalton.com\/wp-content\/uploads\/2022\/10\/251111-Blog-Graphic-300x300.png)](https:\/\/www.8thandwalton.com\/blog\/walmart-project-gigaton-suppliers\/)\n\n### [Walmart’s Project Gigaton: Everything Suppliers Need to Know (Updated)](https:\/\/www.8thandwalton.com\/blog\/walmart-project-gigaton-suppliers\/)\n\n[![](https:\/\/www.8thandwalton.com\/wp-content\/uploads\/2025\/10\/251002-Blog-Graphic-300x300.png)](https:\/\/www.8thandwalton.com\/blog\/walmart-supplier-communication\/)\n\n### [Strengthening Supplier-Walmart Relationships Through Clear Communication](https:\/\/www.8thandwalton.com\/blog\/walmart-supplier-communication\/)\n\n![8th & Walton](https:\/\/www.8thandwalton.com\/wp-content\/themes\/8thwalton\/img\/logo.png) ![Certified B Corporation](https:\/\/www.8thandwalton.com\/wp-content\/themes\/8thwalton\/img\/bcorplogo.svg)\n\nPHONE\n\nUSA [479\\.715.6700](tel:4797156700)479\\.715.6700\n\nCANADA [416\\.997.3951](tel:4169973951)416\\.997.3951\n\n- [Linkedin](https:\/\/www.linkedin.com\/company\/8th-&-walton)\n- [Instagram](https:\/\/www.instagram.com\/8thandwalton\/)\n- [Facebook](https:\/\/www.facebook.com\/8thandWalton)\n- [Youtube](https:\/\/www.youtube.com\/@8thandwalton)\n- [Twitter](https:\/\/twitter.com\/8thandWalton)\n\n[Privacy Policy](https:\/\/www.8thandwalton.com\/privacy-policy\/) \\| [Terms of Use](https:\/\/www.8thandwalton.com\/terms\/) \\| [Help](https:\/\/www.8thandwalton.com\/custom-help\/)\n\n[240 S Main Street Bentonville, AR 72712](https:\/\/www.google.com\/maps\/place\/240+S+Main+St,+Bentonville,+AR+72712\/@36.3697845,-94.2117195,17z\/data=!3m1!4b1!4m6!3m5!1s0x87c91a991301ce97:0xb5b13c2d76b873a9!8m2!3d36.3697845!4d-94.2091392!16s%2Fg%2F11nxt9s586?entry=ttu)\n\nSTAY CONNECTED\n\nBe the first to know! Get the top Walmart and retail news stories delivered to your inbox each morning.\n\n© 2026 8th & Walton\n\n![](https:\/\/px.ads.linkedin.com\/collect\/?pid=2972626&fmt=gif)","attrs_readable_markdown":"COE stands for Correction of Errors.\n\nOne observer calls it “business journaling.” It’s the practice of taking time to do a weekly or monthly recap of your business, writing down what’s happening, what went wrong, what went well, and what needs change.\n\nEach Walmart executive keeps a log of decisions made that didn’t work out, in addition to data about sales and other KPIs. By acknowledging errors, they can avoid making the same mistakes repeatedly.\n\nWhen they first hear the term, some outsiders are reminded of Mao’s Criticism-Self Criticism sessions or of school demerit books. The Walmart COE isn’t harsh, though. It reflects the humility and the wisdom of the Walmart Way.\n\nThe object is not to assign blame or find scapegoats. Instead, the point is to identify places in the business where the customer experience can be improved, the supply chain can be tightened up, and costs can be shaved. By looking back at the actions taken and identifying actions that weren’t perfect, it’s possible for the business to move ever closer to perfection.\n\nHere are some of the items that might be included in COEs:\n\n- Category highlights\n- Category opportunities\n- New product launch and performance\n- Promotional event results\n- Rollbacks and key pricing actions\n- Event anniversaries\n- Weather impact\n- Logistical performance to goals\n\nWalmart suppliers might want to take up the practice, too. Documenting what works and what needs work is good for any business. It can also be a powerful tool for improving your business with Walmart.\n\n![](https:\/\/www.8thandwalton.com\/wp-content\/uploads\/2021\/09\/terms_new_cta.jpg)","meta_canonical":null}

3. Robots.txt Check

Query:

Response:

4. Spam/Ban Check

Query:

Response:

5. Seen Status Check

ℹ️ Skipped - page is already crawled

📄

INDEXABLE

✅

CRAWLED

3 days ago

🤖

ROBOTS ALLOWED

Page Info Filters

Filter	Status	Condition	Details
HTTP status	PASS	`download_http_code = 200`	HTTP 200
Age cutoff	PASS	`download_stamp > now() - 6 MONTH`	0.1 months ago
History drop	PASS	`isNull(history_drop_reason)`	No drop reason
Spam/ban	PASS	`fh_dont_index != 1 AND ml_spam_score = 0`	ml_spam_score=0
Canonical	PASS	`meta_canonical IS NULL OR = '' OR = src_unparsed`	Not set

Page Details

Property	Value
URL	https://www.8thandwalton.com/blog/correction-of-errors-coe/
Last Crawled	2026-04-04 03:07:41 (3 days ago)
First Indexed	2020-10-01 07:00:59 (5 years ago)
HTTP Status Code	200
Meta Title	What Is a Correction of Errors (COE)? \| 8th & Walton
Meta Description	null
Meta Canonical	null
Boilerpipe Text	COE stands for Correction of Errors. One observer calls it “business journaling.” It’s the practice of taking time to do a weekly or monthly recap of your business, writing down what’s happening, what went wrong, what went well, and what needs change. Each Walmart executive keeps a log of decisions made that didn’t work out, in addition to data about sales and other KPIs. By acknowledging errors, they can avoid making the same mistakes repeatedly. When they first hear the term, some outsiders are reminded of Mao’s Criticism-Self Criticism sessions or of school demerit books. The Walmart COE isn’t harsh, though. It reflects the humility and the wisdom of the Walmart Way. The object is not to assign blame or find scapegoats. Instead, the point is to identify places in the business where the customer experience can be improved, the supply chain can be tightened up, and costs can be shaved. By looking back at the actions taken and identifying actions that weren’t perfect, it’s possible for the business to move ever closer to perfection. Here are some of the items that might be included in COEs: Category highlights Category opportunities New product launch and performance Promotional event results Rollbacks and key pricing actions Event anniversaries Weather impact Logistical performance to goals Walmart suppliers might want to take up the practice, too. Documenting what works and what needs work is good for any business. It can also be a powerful tool for improving your business with Walmart.
Markdown	[Skip to content](https://www.8thandwalton.com/blog/correction-of-errors-coe/#main) [![8th & Walton](https://www.8thandwalton.com/wp-content/themes/8thwalton/img/logo.png)](https://www.8thandwalton.com/) - [Consulting](https://www.8thandwalton.com/consulting/) - [Training](https://www.8thandwalton.com/training/) - [RESOURCES](https://www.8thandwalton.com/resources/) - [NEWS](https://www.8thandwalton.com/news/) - [BLOG](https://www.8thandwalton.com/blog/) - [PODCAST](https://www.8thandwalton.com/podcasts/) - [WALMART CALENDAR](https://www.8thandwalton.com/resources/walmart-calendar/) - [WALMART DEPARTMENT NUMBERS](https://www.8thandwalton.com/resources/walmart-departments/) - [SCINTILLA™ HUB](https://www.8thandwalton.com/scintilla/) - [WALMART TERMS & ABBREVIATIONS](https://www.8thandwalton.com/resources/walmart-terminology/) - [WALMART ACCOUNTING REFERENCE SHEET](https://www.8thandwalton.com/resources/walmart-accounting-reference-sheet/) - [COLLECT VS PREPAID DELIVERY](https://www.8thandwalton.com/resources/walmart-collect-and-prepaid-delivery/) - [RETAIL MATH FORMULAS](https://www.8thandwalton.com/resources/retail-math-formulas/) - [NEW SUPPLIER CHECKLIST](https://www.8thandwalton.com/resources/walmart-new-supplier-checklist/) - [FREE ASSESSMENT FOR WALMART SUPPLIERS](https://www.8thandwalton.com/freeassessment/) - [ABOUT US](https://www.8thandwalton.com/about-us/) - [8TH & WALTON EARNS B CORP CERTIFICATION](https://www.8thandwalton.com/b-corp-certification/) - [CAREERS](https://www.8thandwalton.com/careers/) - [CONTACT US](https://www.8thandwalton.com/contact/) - [View Cart 0](https://orders.8thandwalton.com/cart/participants) - [Search]() # Correction of Errors (COE) By [8th & Walton](https://www.8thandwalton.com/blog/correction-of-errors-coe/#author) \\| on August 5, 2014 COE stands for Correction of Errors. One observer calls it “business journaling.” It’s the practice of taking time to do a weekly or monthly recap of your business, writing down what’s happening, what went wrong, what went well, and what needs change. Each Walmart executive keeps a log of decisions made that didn’t work out, in addition to data about sales and other KPIs. By acknowledging errors, they can avoid making the same mistakes repeatedly. When they first hear the term, some outsiders are reminded of Mao’s Criticism-Self Criticism sessions or of school demerit books. The Walmart COE isn’t harsh, though. It reflects the humility and the wisdom of the Walmart Way. The object is not to assign blame or find scapegoats. Instead, the point is to identify places in the business where the customer experience can be improved, the supply chain can be tightened up, and costs can be shaved. By looking back at the actions taken and identifying actions that weren’t perfect, it’s possible for the business to move ever closer to perfection. Here are some of the items that might be included in COEs: - Category highlights - Category opportunities - New product launch and performance - Promotional event results - Rollbacks and key pricing actions - Event anniversaries - Weather impact - Logistical performance to goals Walmart suppliers might want to take up the practice, too. Documenting what works and what needs work is good for any business. It can also be a powerful tool for improving your business with Walmart. ![](https://www.8thandwalton.com/wp-content/uploads/2021/09/terms_new_cta.jpg) ## About the Author * ![](https://www.8thandwalton.com/wp-content/uploads/2020/01/8th-walton-favicon.png) 8th & Walton consists of retail industry experts with a combined 200+ years of Walmart and Walmart supplier experience. Having helped hundreds of CPG companies in their efforts to be better supplier partners to the world's most influential retailer, the 8th & Walton editorial team prides itself on being a go-to resource for Walmart supplier news and insights. ## Related Content * [![](https://www.8thandwalton.com/wp-content/uploads/2026/04/260402-PathFinders-Spotlight-300x300.png)](https://www.8thandwalton.com/blog/walmart-supply-crisis-case-study/) ### [How One Supplier Kept Their Walmart Distribution and Their Relationship Through a Supply Crisis](https://www.8thandwalton.com/blog/walmart-supply-crisis-case-study/) [![](https://www.8thandwalton.com/wp-content/uploads/2022/10/251111-Blog-Graphic-300x300.png)](https://www.8thandwalton.com/blog/walmart-project-gigaton-suppliers/) ### [Walmart’s Project Gigaton: Everything Suppliers Need to Know (Updated)](https://www.8thandwalton.com/blog/walmart-project-gigaton-suppliers/) [![](https://www.8thandwalton.com/wp-content/uploads/2025/10/251002-Blog-Graphic-300x300.png)](https://www.8thandwalton.com/blog/walmart-supplier-communication/) ### [Strengthening Supplier-Walmart Relationships Through Clear Communication](https://www.8thandwalton.com/blog/walmart-supplier-communication/) ![8th & Walton](https://www.8thandwalton.com/wp-content/themes/8thwalton/img/logo.png) ![Certified B Corporation](https://www.8thandwalton.com/wp-content/themes/8thwalton/img/bcorplogo.svg) PHONE USA [479\.715.6700](tel:4797156700)479\.715.6700 CANADA [416\.997.3951](tel:4169973951)416\.997.3951 - [Linkedin](https://www.linkedin.com/company/8th-&-walton) - [Instagram](https://www.instagram.com/8thandwalton/) - [Facebook](https://www.facebook.com/8thandWalton) - [Youtube](https://www.youtube.com/@8thandwalton) - [Twitter](https://twitter.com/8thandWalton) [Privacy Policy](https://www.8thandwalton.com/privacy-policy/) \\| [Terms of Use](https://www.8thandwalton.com/terms/) \\| [Help](https://www.8thandwalton.com/custom-help/) [240 S Main Street Bentonville, AR 72712](https://www.google.com/maps/place/240+S+Main+St,+Bentonville,+AR+72712/@36.3697845,-94.2117195,17z/data=!3m1!4b1!4m6!3m5!1s0x87c91a991301ce97:0xb5b13c2d76b873a9!8m2!3d36.3697845!4d-94.2091392!16s%2Fg%2F11nxt9s586?entry=ttu) STAY CONNECTED Be the first to know! Get the top Walmart and retail news stories delivered to your inbox each morning. © 2026 8th & Walton ![](https://px.ads.linkedin.com/collect/?pid=2972626&fmt=gif)
Readable Markdown	COE stands for Correction of Errors. One observer calls it “business journaling.” It’s the practice of taking time to do a weekly or monthly recap of your business, writing down what’s happening, what went wrong, what went well, and what needs change. Each Walmart executive keeps a log of decisions made that didn’t work out, in addition to data about sales and other KPIs. By acknowledging errors, they can avoid making the same mistakes repeatedly. When they first hear the term, some outsiders are reminded of Mao’s Criticism-Self Criticism sessions or of school demerit books. The Walmart COE isn’t harsh, though. It reflects the humility and the wisdom of the Walmart Way. The object is not to assign blame or find scapegoats. Instead, the point is to identify places in the business where the customer experience can be improved, the supply chain can be tightened up, and costs can be shaved. By looking back at the actions taken and identifying actions that weren’t perfect, it’s possible for the business to move ever closer to perfection. Here are some of the items that might be included in COEs: - Category highlights - Category opportunities - New product launch and performance - Promotional event results - Rollbacks and key pricing actions - Event anniversaries - Weather impact - Logistical performance to goals Walmart suppliers might want to take up the practice, too. Documenting what works and what needs work is good for any business. It can also be a powerful tool for improving your business with Walmart. ![](https://www.8thandwalton.com/wp-content/uploads/2021/09/terms_new_cta.jpg)
Shard	60 (laksa)
Root Hash	5440141451050858460
Unparsed URL	com,8thandwalton!www,/blog/correction-of-errors-coe/ s443