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Head-to-head · Semantic Layer Software

GoodData vs Looker

  • Updated Oct 2026
  • Both researched from official sources
  • 5 checks side by side
Higher score GoodData #3 in Semantic Layer Software 9.1/10 Pricing on request · 30-day trial Free trial✓ 4 of 5 features Visit GoodData
Looker #6 in Semantic Layer Software 8.8/10 Pricing on request ✓ 1 of 5 features Visit Looker

GoodData leads on 0 checks, Looker on 0, and 5 are even. Who comes out ahead on the 5 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.

Our verdict

  • Highest scoreGoodData · 9.1/10
  • Free trialonly GoodData
  • Most featuresGoodData · 4 of 5

GoodData scores higher on our rubric for semantic layer software: 9.1 against 8.8 out of 10; our editors rank them #3 and #6.

GoodData is the better fit for embedded and multitenant analytics teams. Looker is the better fit for established teams using LookML and embedded BI.

  • GoodData fits best

    Embedded and multitenant analytics teams

  • Looker fits best

    Established teams using LookML and embedded BI

Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.

Side by side

Feature GoodData 9.1/10 Visit ↗ Looker 8.8/10 Visit ↗
At a glance
Editor score 9.1 8.8
Ranking #3 in Semantic Layer Software #6 in Semantic Layer Software
Best for Embedded and multitenant analytics teams Established teams using LookML and embedded BI
Pricing model Paid Paid
Starting price — —
Free plan — —
Free trial 30 days —
Deployment Cloud, Self-hosted Cloud, Self-hosted
Platforms Web Web
Support Email, Phone, Tickets, Community · 24/7 Live chat, Phone, Tickets, Docs · 24/7
Compliance SOC 2, ISO 27001, GDPR, HIPAA, SSO/SAML SOC 2, ISO 27001, HIPAA, SSO/SAML, 2FA
Integrations 17 integrations 6 integrations
Built for Small business, Mid-market, Enterprise Small business, Mid-market, Enterprise
Features GoodData 4/5 · Looker 1/5
Governed metrics ✓ (best) Not checked yet
Dimensions and joins ✓ (best) Not checked yet
Row-level security ✓ ✓
Certified models Not checked yet Not checked yet
Query API ✓ (best) Not checked yet
Specs
Deployment model Hybrid Not checked yet
Our review
Pros
  • Reusable metrics, logical models, and row-level data filters
  • Embedding through iFrames, web components, APIs, React, and Python SDKs
  • Multitenancy, data blending, dashboards, and broad database connectivity
  • LookML provides governed semantic modeling for consistent metrics.
  • Access filters support row-level data restrictions.
  • APIs, embedding, scheduling, mobile, and natural-language analytics broaden use cases.
Cons
  • Monetary pricing requires contacting sales
  • No perpetual free plan
  • Enterprise deployment and support benefits require the Enterprise plan
  • Numeric pricing requires contacting sales.
  • There is no free plan.
  • Its broad platform may exceed lightweight BI requirements.
Our verdict

GoodData is a composable analytics platform for SaaS companies and enterprises creating embedded analytics, data products, and internal business intelligence. Its governed semantic layer supports reusable metrics, logical data models,…

Read the review →

Looker is a business intelligence platform for organizations that need governed metrics, self-service exploration, dashboards, scheduled delivery, sharing, and embedded analytics. LookML serves as its semantic modeling layer, while…

Read the review →
  1. GoodDataSemantic Layer Software 9.1Pricing on request · 30-day trial
  2. LookerSemantic Layer Software 8.8Pricing on request

Strengths and trade-offs

  • GoodData — where it wins

    • Reusable metrics, logical models, and row-level data filters
    • Embedding through iFrames, web components, APIs, React, and Python SDKs
    • Multitenancy, data blending, dashboards, and broad database connectivity

    Where it doesn't

    • Monetary pricing requires contacting sales
    • No perpetual free plan
    • Enterprise deployment and support benefits require the Enterprise plan

  • Looker — where it wins

    • LookML provides governed semantic modeling for consistent metrics.
    • Access filters support row-level data restrictions.
    • APIs, embedding, scheduling, mobile, and natural-language analytics broaden use cases.

    Where it doesn't

    • Numeric pricing requires contacting sales.
    • There is no free plan.
    • Its broad platform may exceed lightweight BI requirements.
  • GoodData9.1/10 · Pricing on request · 30-day trial

    A strong fit for teams building governed, embedded analytics across multiple data sources.

    Visit GoodDataFull verdict →
  • Looker8.8/10 · Pricing on request

    A broad LookML-based BI platform for governed analytics, APIs, and embedded experiences.

    Visit LookerFull verdict →

More comparisons

All semantic layer software comparisons → · Full ranking →

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

Last updated · How we research and update