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Should I Use Databricks?

databricks.com·Analyzed 10 hours ago··Based on 14 sources

Databricks offers a unified platform for data, analytics and AI. Build better AI with a data-centric approach. Simplify ETL, data warehousing, governance and AI on the Data + AI Platform.

Depends

Depends

Buy if you run large-scale data/ML with dedicated data engineers and budget for cost management.

Praised enterprise lakehouse — strong UX, deep features — but DBU costs surprise buyers. Built for scale; overkill for small teams.

Confidence: High

4.6/5

G2 rating

13,000+ reviews

$0.07–$0.70

Compute pricing

per DBU, pay-as-you-go

$190B

Valuation

$5B round closed Aug 2026

$25.2B

Total funding

raised to date

Value for money2

Costs overrun and surprise buyers; dominant complaint

Ease of use4

Reviewers praise ease of use and UX

Feature depth5

ETL, warehousing, governance, AI in one platform

Security posture3

Strong program, but repeated 2024–2026 CVEs

Pros

  • 4.6/5 across 13,000+ G2 reviews²
  • Users praise ease of use and user experience¹
  • Unifies ETL, warehousing, governance, and AI14
  • Public bug bounty program and trust center12
  • Considered top-shelf alongside Snowflake by data engineers³

Cons

  • Costs routinely overrun; pricing called 'a leadership problem'⁵
  • G2 reviewer advises being 'extremely cautious' with spending¹
  • PeerSpot users say forecasting costs is 'really hard'⁴
  • Critical SSRF vulnerability in Azure Databricks (2026)10
  • Alleged supply-chain compromise under investigation

Gotchas

  • highDBU pricing is opaque; buyers report unpredictable bills and overruns¹
  • mediumYou pay DBUs plus underlying cloud infrastructure separately
  • mediumAlinta Energy's Databricks costs escalated to its leadership⁵
  • lowAzure deployments add Microsoft shared-responsibility configuration burden

Best for

  • Enterprise data teams
  • Large-scale ETL and ML
  • Unified lakehouse with governance
  • AI-focused orgs on cloud data

Not for

  • Small teams wanting simple analytics
  • Startups without dedicated data engineers
  • Price-sensitive buyers needing predictable bills
  • Dashboard-only BI needs

Companies that use it

  • Mars Petcare
  • Elsevier

Pricing

Pay-as-you-go (DBUs)

$0.07–$0.70 per DBU

  • Rate varies by workload, cloud, and tier
  • Underlying cloud infrastructure billed separately

Security

Active security program (bug bounty, trust center) but several CVEs in 2024–2026, including a critical Azure SSRF flaw.

  • CVE-2026-33107Server-side request forgery (SSRF) in Azure Databricks, rated critical by researchers.10
  • CVE-2025-53763Improper access control in Azure Databricks, per NIST.11
  • JDBC driver command injectionDatabricks JDBC Driver 2.x (before patched release) vulnerable to command injection.
  • Alleged supply-chain compromiseDatabricks investigating alleged TeamPCP-linked compromise, per March 2026 reports.

What users say

Reviewers rate Databricks highly for capability and UX, but cost predictability is the loudest complaint.

“Databricks + Snowflake is the top shelf data platform”
— Reddit, r/dataengineering
“My advice to others: be extremely cautious with Databricks”
— G2 review
“Users consistently praise Databricks for its ease of use”
— G2 review

Alternatives

Compare Databricks with each alternative.

Full analysis

Based on 30+ public sources including G2, Reddit, Gartner, vendor pricing analyses, and CVE databases.

Sources

  1. Databricks Reviews — G2g2.com
    review
  2. Databricks Inc. Products — G2 Seller Pageg2.com
    review
  3. Need honest review on which platform to choose — Redditreddit.com
    review
  4. Pricing and cost experience — PeerSpotpeerspot.com
    review
  5. Databricks cost is a leadership problem — Kearneykearney.com
    news
  6. Databricks Pricing: DBU Rates — Mammothmammoth.io
    news
  7. Databricks Pricing Explained: DBUs, Tiers, Cost Control — DoiTdoit.com
    news
  8. Databricks wraps $5B round at $190B — CNBCcnbc.com
    news
  9. 2026 Funding Rounds — Tracxntracxn.com
    news
  10. CVE-2026-33107 Azure Databricks SSRF — SentinelOnesentinelone.com
    security
  11. CVE-2025-53763 — NVDnvd.nist.gov
    security
  12. Databricks Bug Bounty — HackerOnehackerone.com
    security
  13. Databricks Trust Centerdatabricks.com
    official
  14. Databricks Data + AI Platformdatabricks.com
    official

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