Abridge
Mid (~500)
Databricks
Large (~7,000)
Best For
Abridge
Best for: Professionals interested in Abridge
Databricks
Best for: Data engineers who want strong comp and deep technical pedigree at scale
Ratings
AbridgeDatabricks
4.7
4.1
Overall
4.5
3.9
Work-Life Balance
4.8
4.0
Culture & Values
4.7
4.3
Comp & Benefits
4.5
3.8
Senior Mgmt
4.5
3.9
Career Opps
👍 94% Recommend
👤 95% CEO Approval (CEO)
👍 82% Recommend
👤 88% CEO Approval (Ali Ghodsi)
Culture Values
Abridge only
💜 Mission-Driven
Databricks only
🌈 Diverse & Inclusive
Shared
⚙️ Engineering-Driven🌱 Learning & Growth🎯 Direct Product Impact💎 Strong Comp & Equity
Pros & Cons
Abridge
- Meaningful mission transforming healthcare — 93% of employees recommend working here
- Exceptional management and blameless culture with strong career growth opportunities
- Fast-paced environment with intense weeks during major product pushes
- Hybrid co-location expected at SF or NYC hubs; not fully remote
Databricks
- Engineers who built Spark, Delta Lake, MLflow — deep technical pedigree
- Strong compensation and equity packages consistently above market
- Hypergrowth means org changes are constant — teams restructure frequently
- Some legacy Spark-era tech debt that can slow down new features
Bottom Line
Abridge
Abridge — check Glassdoor for detailed reviews.
Databricks
Choose Databricks if you want elite data infrastructure work with strong equity — but brace for constant org changes.
Open Roles
Abridge — 65 jobs
💻 Engineering
21
📊 Data
6
📋 Product
5
🎨 Design
4
💼 Sales / GTM
4
👤 HR / People
3
🧠 ML / AI
3
💰 Finance
1
📣 Marketing
1
⚙️ Operations
1
Databricks — 842 jobs
💼 Sales / GTM
353
💻 Engineering
284
📋 Product
39
📣 Marketing
34
📊 Data
22
👤 HR / People
12
🧠 ML / AI
12
⚙️ Operations
11
🎨 Design
6
💰 Finance
5
⚖️ Legal
5
Summary
Abridge scores 4.7/5.0 on Glassdoor with a 4.5 work-life balance rating. Databricks scores 4.1/5.0 overall with a 3.9 WLB. That’s a 0.6-point gap on overall satisfaction.
Both companies share these culture values: Engineering-Driven, Learning & Growth, Direct Product Impact, Strong Comp & Equity. Abridge also emphasizes Mission-Driven. Databricks also emphasizes Diverse & Inclusive.
On the hiring front, Abridge has 65 open roles and Databricks has 842 open roles.