Auto-diff every model on every PR? Tempting.
But you’ll get ⚠️ dozens of alerts, most irrelevant.
CI without context = alert spam.
Real-world data work needs more than diffs: what changed, why, and what to do.
Human judgment matters.
Recce helps automate with opinions.
👉 https://datarecce.io/blog/more-than-data-diff/
#dataengineering #datadiff #analyticsengineering #datavalidation
Your data passed all tests but your CEO still questions the quarterly report.
Why the data is “correct” to you but not to your CEO?
#datacorrectness is contextual and temporal.
If it's subjective, why are we still building validation like it's objective?
Brent Stewart presents 'Web Development Elevated: Mastering Blazor Basics' July 24th at Nebraska.Code().
https://nebraskacode.amegala.com/
#WebDevelopment #Blazor #CSharp #RenderModes #DataValidation #Nebraska #ComponentLifeCycle #FrontendDevelopment #TechnologyConference #AlienArcTechnologies #BlazorBasics #WebDeveloper #DevelopmentConference #July2025
Hot take: Automating ALL data diffs by default is backwards 🔥
🤖 Datafold's automation-first vs 🙋Recce's human-in-the-loop philosophy
Getting 50 automated alerts or 5 targeted insights?
See comparison https://datarecce.io/blog/recce-vs-datafold/
Data diff tells you something changed. but NOT:
❓ Was it expected?
⛏️ Worth investigating?
🔗 What depends on it?
Let’s stop mistaking output for insight.
See how 👉 https://datarecce.io/blog/more-than-data-diff/
#dataengineering #datadiff #analyticsengineering #datavalidation
"The value didn't justify the effort."
A Sr. Data Engineer at Swedish MediaTech after their Datafold PoC.
❌ Heavy setup → Noisy results → Alert fatigue → No way to start small
Comparison: https://datarecce.io/blog/recce-vs-datafold/
Don’t start with what changed. Start with what SHOULD change!
Because not every diff is a problem, and not every problem shows up as a diff.
👉 https://datarecce.io/blog/more-than-data-diff/
#dataengineering #datadiff #analyticsengineering #datavalidation
🚨 Data diff isn’t enough.
You’re putting out harmless fires while real metric failures burn unnoticed.
You don’t need more diffing. You need better understanding.
Read 👉 https://datarecce.io/blog/more-than-data-diff/
Data quality is crucial for companies, and Great Expectations (GX) is a powerful framework for data validation.
Integrating GX with Microsoft Fabric allows for efficient, programmatic data checks.
By defining expectations and performing validations, businesses can ensure data accuracy and reliability.
Let's dive into how to set up GX within Microsoft Fabric for effective data management.
#DataQuality #MicrosoftFabric #GreatExpectations #DataValidation
Oh, the irony! Oracle, the self-proclaimed fortress of cybersecurity, gets "allegedly" breached, and their customers are left validating the stolen data. 🚀 Meanwhile, the article demands cookies and JavaScript like a petulant toddler demanding snacks. 🍪🤦♂️
https://www.bleepingcomputer.com/news/security/oracle-customers-confirm-data-stolen-in-alleged-cloud-breach-is-valid/ #OracleBreached #CybersecurityIrony #DataValidation #CookiesJavaScript #HackerNews #ngated
Our #Excel Add-In lets you validate data directly within Excel. Say goodbye to extra steps and hello to faster, more accurate workflows! Learn more: https://buff.ly/3Zboo6C
Use Column-Level Lineage to Validate dbt Data Model Changes
Column-lineage in Recce speeds up and improves the accuracy of your data validation and QA on dbt pull-requests:
🚀 We Are Hiring! 🚀
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#ETLTester #SQL #DataTesting #DataValidation #ETL #BangaloreJobs #HiringNow
Currently resisting the urge, just, to find out if Popeye's UK would honour my order for 150 little sachets of Heinz Ketchup for a total cost of £0.00p
#Popeyes #Heinz #HeinzKetchup #OnlineOrders #FreebieFriday #DataValidation #OmNomNom #SanitizeYourInputs #Temptation
🚀 Tackle Data Quality Issues in No-Code Database Apps!
Messy data? No problem! No-code tools make it easy to validate and clean data with built-in features and automation.
👉 Learn how to:
✅ Validate data entry with rules and logic.
✅ Eliminate duplicates and standardize formats.
✅ Automate cleaning tasks for efficiency.
Don’t let bad data slow you down.
Well, that's a convenient pick up point for your pacel if you're sailing to the UK, I guess?
#DataValidation #GoogleMaps
Discover how to implement advanced data validation using Marshmallow in Flask applications. This comprehensive guide covers essential techniques to ensure data integrity, improve security, and build more robust web applications. #DataValidation #Flask
https://teguhteja.id/advanced-data-validation-marshmallow-flask/
👀 ODE helps you find errors in your datasets and correct them in no time – a process called #datavalidation in industry jargon. It also checks that your dataset has all the necessary information for others to use, guaranteeing, again in technical jargon, data #interoperability.
Sometimes I fight a bout of imposter syndrome at work, and then a coworker thanks me profusely for saving their ass by doing something so simple as rolling back a document version on #SharePoint or using #DataValidation in #Excel to ensure consistent results and I’m reminded at just how low the bar is.
Ready to validate your data like a pro? Tune in to "The Breakpoint Show" podcast to explore how developers can keep data clean, safe, and bug-free in their .NET solutions! Learn tips and tricks, and have some fun with validation! #DotNET #DataValidation https://www.breakpoint.show/podcast/episode-028-chris-is-required-validation/
