Clean data BEFORE migrating CRMs. Not after.

You're already touching every record. You're already mapping fields. Use that.

Migrating dirty data just moves the mess to a new address.

#CRMMigration #DataCleaning

#CRMDataCleansing #DataCleaning #DataCleaningTips #PhoneValidation #PhoneValidationAPI

Dealing with messy data in R: data cleaning and visualisation 8-10 April 2026

Tired of “perfectly clean” datasets in intro courses? Our Dealing with Messy Data in R: Data Cleaning and Visualisation course with @cecibaldoni.bsky.social (8–10 April) puts you in the real world of data analysis.

www.physalia-courses.org/courses-work...

#DataCleaning #RStats #DataVisualization

30+ minutes manually cleaning a spreadsheet? Stop.

Human attention fades. Formulas don't. TRIM(), UPPER(), VLOOKUP. Basic tools, massive time savings.

#DataCleaning #ExcelTips

AI-driven Spreadsheet Processing Services Streamline your spreadsheet workflows with AI-powered data processing services. Using (Un)Perplexed Spready and Perplexity AI, we specialize in data extraction, categorization, annotation, and labelin...

📊 From messy data to structured insights! Our AI cleans, categorizes & standardizes your datasets. Perfect for customer databases, product catalogs & inventory lists. Transform chaos into actionable intelligence! matasoft.hr/qtrendcontro... #DataCleaning #DataManagement #AI

Snowblind cleans cosmic rays, snowballs, and detector artifacts from JWST images, turning messy raw telescope data into pristine windows to the universe.

https://github.com/mpi-astronomy/snowblind

#JWST #DataCleaning #Astronomy

"John Smith" / "Jon Smith" / "J. Smith"

String matching sees three people. Company domain says one.

Good dedup uses name + email + company together. Single-field matching catches maybe 60%.

#Deduplication #DataCleaning

I've been having a great week doing some consulting work and leading a #PowerQuery course for a private client. There's nothing better than introducing people to the #DataCleaning and #DataPreparation magic performed by Power Query! 📈🧹

Contact us for private team training: excelguru.ca/contact-us/

AI isn’t magic, it’s a sloppy bartender that pours whatever data you dump in its glass. Stop feeding it meme junk, trim the toxic training set, and for fuck’s sake, don’t ask it to pick your dinner. Clean data, sane results. #AI #datacleaning 🤖🚫🍔

Tasks:
→ Scalable agentic methods for generating data preprocessing workflows
→ Technologies for cleaning massive dataset repositories
→ Understanding and improving data preparation & extraction pipelines

#RAG #PhDCandidate #CS #CSResearch #PhDOpportunity #PhDLife #PhDChat #DataCleaning #phdsky

In healthcare, bad SQL isn't just slow—it's a HIPAA risk. ⚕️

📃 scriptdatainsights.blogspot.com/2026/03/sql-...
🎞 youtube.com/shorts/UFb9C...
🛒 scriptdatainsights.gumroad.com/l/march-skil...

Ever dealt with 50 'John Smiths' in one table?

#SQL #HealthData #DataCleaning #Coding #DataEngineering

Missing data doesn't mean useless data.

Email domain = company name. Zip code = city. Phone country code = region.

Check what you can fill in before deleting "incomplete" records.

#DataCleaning #MarketingOps

Want to master data cleaning and transformation?

Want to master #DataCleaning and #DataTransformation, and automate your #BusinessIntelligence? Our #PowerQuery Academy has helped thousands of #DataAnalysts in diverse fields to use Power Query and save hours of time and manual effort.
🎯Get started today with our FREE intro course: skw-t.com/pqfun

Sort your CRM contacts by company domain. Count name variations for the same company. Over 5%? Your campaigns are double-sending.

Start with name standardization. Small fix, big impact.

#DataCleaning #CRM #MarketingOps

Try (Un)Perplexed Spready in Your Browser Try (Un)Perplexed Spready online: a pre-configured AI-powered spreadsheet in your browser with a free 4-hour sandbox, demo workbooks, and ready-to-use LLM, web search and taxonomy tools.

Freelancers: turn “I’ll clean that Excel file for you” into an AI‑assisted, repeatable service by building Spready workbooks with embedded prompts and formulas.
matasoft.hr/qtrendcontro...
#Freelance #DataCleaning #LLM #AI

🚀 Messy Data Slowing Down Your Business? I Can Fix It!
Fiverr Link: www.fiverr.com/s/pdR92ko

✅ Remove duplicates
✅ Fix errors & inconsistencies
✅ Standardize formats
✅ Clean Excel / CSV / Database files

#DataCleaning #DataCleansing #DataAnalytics #ExcelExpert #DataManagement #BusinessGrowth

Remove Duplicate Leads: Clean Lists for Better Replies Remove Duplicate Leads: Clean Lists for Better Replies explains quick duplicate detection, data normalization, and safe contact merging for outreach lists.

Remove Duplicate Leads: Clean Lists for Better Replies! 🧹📈

Stop wasting outreach on duplicates! 🚀 Clean your data to boost deliverability and response rates today.

Read guide: publicscraper.com/lead-dedupli...

#LeadGen #DataCleaning #B2B #PublicScraper #SEO

If you still use VLOOKUP... you're suffering for no reason

Had this classic moment:

"Why did my lookup change after I inserted a column?" 😭

That's why I stopped using VLOOKUP for most things
#excel #xlookup #excelformulas #datacleaning #productivity

I Automated Our Entire Data Cleaning Process. Here’s Why I Reversed 3 Critical Steps. Full automation sounded brilliant until it started reassigning deals, promoting dead contacts, and rewriting history my sales team needed.

I automated data cleaning for 200K CRM records. Three weeks later, 12 deals reassigned to wrong reps. Five were mid-negotiation. 😬 New post on the 3 steps I reversed and why.

#RevOps #DataCleaning #Automation

The number of ways people format phone numbers is truly unhinged.

(555) 123-4567
555.123.4567
555-123-4567
5551234567
+1 (555) 123-4567

AutoFormat deals with all of them. You're welcome. 😌

#DataCleaning

Try (Un)Perplexed Spready in Your Browser Try (Un)Perplexed Spready online: a pre-configured AI-powered spreadsheet in your browser with a free 4-hour sandbox, demo workbooks, and ready-to-use LLM, web search and taxonomy tools.

(Un)Perplexed Spready targets the boring-but-expensive spreadsheet tasks: product taxonomy mapping, text extraction, address standardisation—done via AI formulas. Now you can try it online!
matasoft.hr/qtrendcontro...
#DataCleaning #CatalogManagement #AISpreadsheet #LLM #AI #SpreadsheetAI

Try (Un)Perplexed Spready in Your Browser Try (Un)Perplexed Spready online: a pre-configured AI-powered spreadsheet in your browser with a free 4-hour sandbox, demo workbooks, and ready-to-use LLM, web search and taxonomy tools.

(Un)Perplexed Spready targets the boring-but-expensive spreadsheet tasks: product taxonomy mapping, text extraction, address standardisation—done via AI formulas. Now you can try it online!
matasoft.hr/qtrendcontro...
#DataCleaning #CatalogManagement #AISpreadsheet #LLM #AI #SpreadsheetAI #AI

Try (Un)Perplexed Spready in Your Browser Try (Un)Perplexed Spready online: a pre-configured AI-powered spreadsheet in your browser with a free 4-hour sandbox, demo workbooks, and ready-to-use LLM, web search and taxonomy tools.

(Un)Perplexed Spready turns LLMs into spreadsheet functions for extraction, classification and enrichment—driven by prompts inside cells. Browser sandbox is live.
matasoft.hr/qtrendcontro...
#AI #LLM #DataCleaning #Spreadsheets #PromptEngineering #AISpreadsheet #DataOps #AISpreadsheet

Apsona’s inline editing lets you update, tweak, and manage your #Salesforce data in a single, customizable grid view. No more endless clicking. 🖱️🚫
See how much faster your day can be!
📅 Join our weekly live demo: bit.ly/3v5sO2Q
#SalesforceAdmin #DataCleaning

From Mess to Mastery: How to Automate Your Way Out of "Dirty Data" Hell The "Dirty Data" Nightmare

Drowning in #dirtydata? 😫 Aiden Marketing's got your lifeline! 🛟 Automate your way to data mastery in 4 steps. #datacleaning #automation #dataprocessing

Why Address Standardization Is Harder Than It Looks 123 Main St, 123 Main Street, and 123 Main ST are the same address. Getting your systems to agree is another story.

I've seen datasets where 15% of "unique" customer records were the same person at the same address, just recorded differently across systems.

Street vs St vs St. Apt vs # vs Unit. California vs CA vs Calif.

Wrote about why address data is way harder than it looks.

#DataCleaning #CRM #DataQuality

Now you can master data cleaning an transformation (Database icon with a broom sweeping the top) (Skillwave Training logo)

#PowerQuery allows you to master you data in #PowerBI and #Excel, so you can automate your #DataCleaning 🧹 and #BusinessIntelligence processes. We help people in finance, sales, data analytics, and business owners just like you - so you don’t have to learn it on your own. 🦾 Go to skw-t.com/pqacademy

The 2026 Buyer’s Guide to Data Cleaning Tools Cut through the marketing noise. Learn the five capabilities that actually matter when evaluating data cleaning tools, plus a ready-to-use RFP checklist.

Most data cleaning tools make you pay extra for each capability.

Dedupe? That's a module.
Formatting? Another module.
Anomaly detection? You guessed it.

We think that's backwards. One pass. Everything included.

#DataCleaning #SaaS

Delete Entire Blank Rows in Excel

#Excel #ExcelTips #ExcelHelp #DataCleaning #MicrosoftExcel
#AdvancedExcel #ExcelBestPractices #DataAccuracy #DataIntegrity
#BusinessAnalytics #DataProcessing #ReportingTools

CleanSmart — Data Cleaning That Actually Works Upload messy spreadsheets. Get clean, standardized, duplicate-free data back in minutes—not hours.

🗃️ Your database right now probably has:
- Bob, Bobby, Robert, and Rob (same person) 👤
- Three email formats for the same domain 📧
- Dates in formats Excel invented to hurt you 📅

CleanSmart. Minutes, not hours. ⚡

Free trial: bit.ly/cs-free-trial

#Database #DataManagement #DataCleaning #TechLife