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Head-to-head · Semantic Layer Software

AtScale vs Looker

  • 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
Looker #6 in Semantic Layer Software 8.8/10 Pricing on request ✓ 1 of 5 features Visit Looker

AtScale leads on 1 check, Looker 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 trialonly AtScale
  • Most featuresAtScale · 4 of 5

AtScale scores higher on our rubric for semantic layer software: 9.3 against 8.8 out of 10; our editors rank them #2 and #6.

AtScale offers free plan; Looker doesn't.

AtScale is the better fit for enterprise BI and governed metrics programs. Looker is the better fit for established teams using LookML and embedded BI.

  • AtScale fits best

    Enterprise BI and governed metrics programs

  • 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 AtScale 9.3/10 Visit ↗ Looker 8.8/10 Visit ↗
At a glance
Editor score 9.3 8.8
Ranking #2 in Semantic Layer Software #6 in Semantic Layer Software
Best for Enterprise BI and governed metrics programs Established teams using LookML and embedded BI
Pricing model Free plan + paid Paid
Starting price — —
Free plan ✓ (best) —
Free trial 14 days —
Deployment Cloud, Self-hosted Cloud, Self-hosted
Platforms Web, Linux Web
Support Tickets, Email, Community, Docs · 24/7 Live chat, Phone, Tickets, Docs · 24/7
Compliance SSO/SAML SOC 2, ISO 27001, HIPAA, SSO/SAML, 2FA
Integrations 20 integrations 6 integrations
Built for Mid-market, Enterprise Small business, Mid-market, Enterprise
Features AtScale 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
  • 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
  • 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
  • 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.
  • Numeric pricing requires contacting sales.
  • There is no free plan.
  • Its broad platform may exceed lightweight BI requirements.
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 →

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. AtScaleSemantic Layer Software 9.3Free plan · pricing on request · 14-day trial
  2. LookerSemantic Layer Software 8.8Pricing on request

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.

  • 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.
  • 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 →
  • 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