GitLab vs Zyte
Compare GitLab and Zyte on features, pricing, and buyer fit using the same researched criteria.

GitLab
DevSecOps platform — Free; Premium $29/user/mo billed annually; Ultimate custom on current GitLab pricing page.
Best for
- • Teams that want git + CI + security in one licence
- • Self-managed / data-residency buyers
- • Orgs leaving a many-tool DevOps stack
Starting from $29.00/user/mo
Free plan available
VS
Our verdict
No universal winner. Choose based on which criteria matter most for your team.
GitLab is better for
- ✓ Starting pricing
- ✓ Free plan
- ✓ Security & admin
Tie
- • Integrations
Choose GitLab if: Teams that want git + CI + security in one licence
Choose Zyte if: Teams that knew Scrapinghub and need the Zyte API extraction path

Zyte
Zyte API web-data collection (formerly Scrapinghub) — PAYG; monthly commitments from $100; $5 free trial credit. Does not outrank Bright Data 7.7.
Best for
- • Teams that knew Scrapinghub and need the Zyte API extraction path
- • Buyers who want a published $100 monthly commit versus Bright Data ~$499
- • Projects that will spend the $5 trial credit before scaling
Starting from $100.00/user/mo
No free plan
Comparison scorecard
Criterion-by-criterion results for GitLab and Zyte. Numeric bars appear only when both products have approved scores.
- GitLab
Starting pricing
Published floor price and what that floor actually includes.
GitLab publishes a lower researched starting floor ($29/mo vs $100/mo for Zyte). Confirm currency, renewals, and add-ons — not a total TCO winner.
GitLabStrongerZyteWeaker - GitLab
Free plan
Whether a usable free plan is published, and what it gates.
GitLab researches a free plan; Zyte does not research a free plan.
GitLabStrongerZyteWeaker - Depends
User / licence minimum
Seat floors, per-employee minimums, and small-team pricing traps.
Check seat, agent, or licence minimums for GitLab and Zyte on current vendor packaging.
GitLabDependsZyteDepends - Tie
Integrations
Important third-party integrations.
GitLab and Zyte are close on integrations (8/10 vs 8/10) from approved SoftwareGlimpse editorial assessments — not hands-on lab testing.
GitLab8/10Zyte8/10 - GitLab
Security & admin
Admin controls, access, compliance posture, and security packaging.
GitLab leads on security admin (9/10 vs 7/10) from approved SoftwareGlimpse editorial assessments — not hands-on lab testing.
GitLabStrongerZyteWeaker
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