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Head-to-head · Semantic Layer Software

AtScale vs GoodData

  • Updated Oct 2026
  • Both researched from official sources
  • 5 checks side by side
Higher score AtScale #2 in Semantic Layer Software 9.3/10 Free plan · pricing on request · 14-day trial Free planFree trial✓ 4 of 5 features Visit AtScale
GoodData #3 in Semantic Layer Software 9.1/10 Pricing on request · 30-day trial Free trial✓ 4 of 5 features Visit GoodData

AtScale leads on 1 check, GoodData on 0, and 4 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 scoreAtScale · 9.3/10
  • Free planonly AtScale
  • Free trialboth

AtScale scores higher on our rubric for semantic layer software: 9.3 against 9.1 out of 10; our editors rank them #2 and #3.

AtScale offers free plan; GoodData doesn't.

AtScale is the better fit for enterprise BI and governed metrics programs. GoodData is the better fit for embedded and multitenant analytics teams.

  • AtScale fits best

    Enterprise BI and governed metrics programs

  • GoodData fits best

    Embedded and multitenant analytics teams

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 AtScale 9.3/10 Visit ↗ GoodData 9.1/10 Visit ↗
At a glance
Editor score 9.3 9.1
Ranking #2 in Semantic Layer Software #3 in Semantic Layer Software
Best for Enterprise BI and governed metrics programs Embedded and multitenant analytics teams
Pricing model Free plan + paid Paid
Starting price — —
Free plan ✓ (best) —
Free trial 14 days 30 days
Free trial length 14 days 30 days
Deployment Cloud, Self-hosted Cloud, Self-hosted
Platforms Web, Linux Web
Support Tickets, Email, Community, Docs · 24/7 Email, Phone, Tickets, Community · 24/7
Compliance SSO/SAML SOC 2, ISO 27001, GDPR, HIPAA, SSO/SAML
Integrations 20 integrations 17 integrations
Built for Mid-market, Enterprise Small business, Mid-market, Enterprise
Features AtScale 4/5 · GoodData 4/5
Governed metrics ✓ ✓
Dimensions and joins ✓ ✓
Row-level security ✓ ✓
Certified models Not checked yet Not checked yet
Query API ✓ ✓
Specs
Deployment model Hybrid Hybrid
Our review
Pros
  • Code-first and visual modeling with Git-based versioning and CI/CD
  • Row-level security, governed metrics, and semantic aggregations
  • Broad BI, warehouse, API, and Kubernetes connectivity
  • 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
Cons
  • Pricing is sales-led and based on deployed semantic objects.
  • Standard does not list broader integrations or enterprise governance.
  • The 14-day trial may depend on current qualification or availability.
  • Monetary pricing requires contacting sales
  • No perpetual free plan
  • Enterprise deployment and support benefits require the Enterprise plan
Our verdict

AtScale provides a universal semantic layer between enterprise data platforms and analytics or AI applications. It lets organizations define metrics, relationships, dimensions, business logic, and security once, then expose them through BI…

Read the review →

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 →
  1. AtScaleSemantic Layer Software 9.3Free plan · pricing on request · 14-day trial
  2. GoodDataSemantic Layer Software 9.1Pricing on request · 30-day trial

Strengths and trade-offs

  • AtScale — where it wins

    • Code-first and visual modeling with Git-based versioning and CI/CD
    • Row-level security, governed metrics, and semantic aggregations
    • Broad BI, warehouse, API, and Kubernetes connectivity

    Where it doesn't

    • Pricing is sales-led and based on deployed semantic objects.
    • Standard does not list broader integrations or enterprise governance.
    • The 14-day trial may depend on current qualification or availability.

  • 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
  • AtScale9.3/10 · Free plan · pricing on request · 14-day trial

    A strong fit for enterprise teams standardizing governed metrics across BI and AI.

    Visit AtScaleFull verdict →
  • 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 →

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