Welcome to our January 2026 release notes
We’ve got some exciting updates and announcements to share to kick off the new year with you!
Here’s what’s new:
- Using Email Data for Outreach? We’ve got a new guide on our docs you’ll want to check out!
- Free, Easy Direct Data Deliveries: We’ve also got a new guide on getting set up with our new Direct Downloads delivery method for Data License Customers
- 📊 Freshness Updates: This past quarter, we verified 315M+ jobs and detected 5M+ job changes across our global dataset.
Announcements
Using Email Data for Outreach?Check out some helpful guides and resources our team has put together to ensure you’re using the right fields and following our recommended best practices!Email Data for Outreach
Data License Customer? You might be Interested in Direct DownloadsWe have some updated guidance to help you get setup with our newest and easiest delivery method, Direct Downloads! (Did we mention it’s free?)Check out the guide here: Data Delivery Using Direct Download
Data Updates
Freshness
Quarterly (v32.0 → v33.0)Freshness updates over the past quarter.
Monthly (v32.2 → v33.0)
Freshness updates over the past month.
Job Changes
The number of person records where the primary job experience changed in our Person Dataset (based on thejob_last_changed field).
Quarterly (v32.0 → v33.0)Freshness updates over the past quarter.
Monthly (v32.2 → v33.0)
Freshness updates over the past month.
Coverage
(Full Stats: Person, Company, Job Posting, IP) Monthly (v32.2 → v33.0) Resume Dataset
API Dataset
Email Dataset
Mobile Phone Dataset
Company Dataset
Job Posting Dataset
Commentary
- Person
- We saw a large decrease (~20%) over the past month in the fill rate for
job_company_twitter_urlandexperience.company.twitter_urlas a result of removing some legacy sources of company social profile information (see Improvements below) - We saw an increase of 8% in the fill rate for
experience.location_namesas a result of a bug fix (see Bug Fixes below)
- We saw a large decrease (~20%) over the past month in the fill rate for
- Company
- We saw a small decrease in the number of total companies over the past month (~0.1%) as a result of removing several legacy sources of company social information.
- Job Posting Data
- This month, we added another 1k unique companies to our Job Posting dataset.
Improvements and Bug Fixes
Improvements
- Linkedin URL 404s
- We added a condition to compare our
profiles.last_seendate to our last url verification date to determine if a url was no longer active. This resulted in dropping ~100klinkedin_urlsfrom the top level url field.
- We added a condition to compare our
- Removed Historical Company Data Sources
- We removed 10+ historical sources of online social profile information which reduced the rate of Frankenstein (false positive merged) records and records with out of date LinkedIn URLs.
- This resulted in a decrease to the number of company records with a non-null Facebook URL, and records with a non-null Twitter URL.
Bug Fixes
- Experience Location Names
- We fixed a bug that was causing unexpected drops in
experience.location_names.
- We fixed a bug that was causing unexpected drops in
