How LinkedIn analyzes developer survey data
LinkedIn uses developer personas to extract insights from DevEx surveys. See how this approach prevents one-size-fits-all tooling and serves diverse teams.

Brook Perry
Marketing
LinkedIn uses developer personas to extract insights from DevEx surveys. See how this approach prevents one-size-fits-all tooling and serves diverse teams.
Brook Perry
Marketing
Etsy invested 20% of engineering headcount in developer experience. Learn how their former CTO justified this decision and measured its impact on growth.
Taylor Bruneaux
Analyst
Build your DevEx roadmap using data, insights, and goals that actually align with engineering pain points.
Brook Perry
Marketing
DX Atlas is your field guide to developer experience. Get the insights you need to lead.
Isaac Noda
Product Lead
DORA has evolved. See what’s new, what still works, and where teams are headed next.
Abi Noda
CEO
Bridge the gap between metrics and outcomes. DX Data Cloud unifies qualitative and quantitative data for a complete view of developer productivity.
Abi Noda
CEO
Developer activity metrics can mislead. Here’s how to avoid the most common traps.
Taylor Bruneaux
Analyst
LinkedIn’s productivity model blends qualitative and quantitative data to improve engineering at scale.
Brook Perry
Marketing
Bridge the gap between metrics and outcomes by connecting qualitative and quantitative data. Learn why starting with surveys yields better engineering results.
Abi Noda
CEO
CloudBees uses Git metrics to connect engineering activity to delivery outcomes. Here’s how.
Taylor Bruneaux
Analyst
Many productivity metrics mislead more than they inform. Learn which ones to trust.
Abi Noda
CEO
See how Etsy built a DevEx initiative that supported their growth from 250 to 1,000 engineers. Their four-pillar approach shows what works at scale.
Brook Perry
Marketing
Etsy's CTO invested 20% of engineering capacity in DevEx. Learn how he convinced executives with financial impact, quick wins, and strategic planning.
Taylor Bruneaux
Analyst
Developer productivity teams often try to serve everyone at once. Learn how Wayfair's approach of targeting innovators first created a more impactful program.
Taylor Bruneaux
Analyst
Learn how to measure the success of your DevEx initiatives with clarity and credibility.
Abi Noda
CEO
Learn why strategic investment in platform engineering can unlock developer productivity and happiness.
Taylor Bruneaux
Analyst
Cut through the noise and measure developer productivity in ways that build trust and drive outcomes.
Abi Noda
CEO
Translate DevEx improvements into dollars saved and earned, so your CFO actually cares.
Abi Noda
CEO
Developer surveys are powerful tools, if you ask the right questions and act on the data.
Brook Perry
Marketing
Surveys aren’t the problem. Bad survey design is. Here’s how to get better answers.
Abi Noda
CEO