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Head-to-head · Software Development Analytics Tools

Jellyfish vs Swarmia

  • Updated Oct 2026
  • Both researched from official sources
  • 2 checks side by side
Higher score Jellyfish #2 in Software Development Analytics Tools 8.8/10 Pricing on request ✓ 1 of 3 features Visit Jellyfish
Swarmia #4 in Software Development Analytics Tools 8.5/10 Free plan Free plan✓ 1 of 3 features Visit Swarmia

Jellyfish leads on 0 checks, Swarmia on 1, and 1 is even. Who comes out ahead on the 2 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.

Our verdict

  • Highest scoreJellyfish · 8.8/10
  • Free planonly Swarmia

Jellyfish scores higher on our rubric for software development analytics tools: 8.8 against 8.5 out of 10; our editors rank them #2 and #4.

Swarmia offers free plan; Jellyfish doesn't.

Jellyfish is the better fit for organizations tracking engineering investment and AI impact. Swarmia is the better fit for teams wanting configurable analytics and modular add-ons.

  • Jellyfish fits best

    Organizations tracking engineering investment and AI impact

  • Swarmia fits best

    Teams wanting configurable analytics and modular add-ons

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 Jellyfish 8.8/10 Visit ↗ Swarmia 8.5/10 Visit ↗
At a glance
Editor score 8.8 8.5
Ranking #2 in Software Development Analytics Tools #4 in Software Development Analytics Tools
Best for Organizations tracking engineering investment and AI impact Teams wanting configurable analytics and modular add-ons
Pricing model Paid Free plan + paid
Starting price — $5/user/mo
Free plan — ✓ (best)
Free trial — —
Deployment Cloud Cloud
Platforms Web Web
Support Docs Email, Docs
Compliance SOC 2 SOC 2, SSO/SAML
Integrations 10 integrations 20 integrations
Built for Small business, Mid-market, Enterprise Small business, Mid-market, Enterprise
Features Jellyfish 1/3 · Swarmia 1/3
DORA metrics ✓ ✓
Developer experience surveys Not checked yet Not checked yet
Team-level reporting Not checked yet Not checked yet
Specs
Data source connectors Not checked yet Not checked yet
Delivery metrics Not checked yet Not checked yet
Deployment option Not checked yet Not checked yet
Our review
Pros
  • Tracks DORA, delivery, and reliability metrics across engineering workflows
  • Analyzes AI-tool adoption, usage, and productivity across multiple tools
  • Links engineering investment allocation with developer experience and delivery
  • Covers DORA, delivery, investment, AI adoption, surveys, and capitalization metrics
  • Connects GitHub, GitLab, Jira, Linear, Slack, Teams, and deployment APIs
  • Custom reports and configurable metric views support organization-specific analysis
Cons
  • Quote-based pricing varies by seats and selected modules
  • Cloud-only deployment may not suit teams requiring another hosting model
  • Wide-ranging analytics may exceed the needs of teams seeking a single metric tool
  • Free access is limited to companies with fewer than 10 software developers
  • HRIS integrations and Swarmia AI are excluded from the Free plan
  • Advanced capabilities require paid plans or separately priced add-ons
Our verdict

Engineering leaders, managers, platform and product teams, and finance groups can use Jellyfish to connect data from development and delivery systems with business outcomes. The cloud platform covers DORA metrics, workflow analytics,…

Read the review →

Swarmia is an engineering intelligence platform for software organizations that need configurable views of delivery, reliability, productivity, investment, and AI activity. Its feature set includes DORA metrics, code and issue analytics,…

Read the review →
  1. JellyfishSoftware Development Analytics Tools 8.8Pricing on request
  2. SwarmiaSoftware Development Analytics Tools 8.5Free plan

Strengths and trade-offs

  • Jellyfish — where it wins

    • Tracks DORA, delivery, and reliability metrics across engineering workflows
    • Analyzes AI-tool adoption, usage, and productivity across multiple tools
    • Links engineering investment allocation with developer experience and delivery

    Where it doesn't

    • Quote-based pricing varies by seats and selected modules
    • Cloud-only deployment may not suit teams requiring another hosting model
    • Wide-ranging analytics may exceed the needs of teams seeking a single metric tool
  • Swarmia — where it wins

    • Covers DORA, delivery, investment, AI adoption, surveys, and capitalization metrics
    • Connects GitHub, GitLab, Jira, Linear, Slack, Teams, and deployment APIs
    • Custom reports and configurable metric views support organization-specific analysis

    Where it doesn't

    • Free access is limited to companies with fewer than 10 software developers
    • HRIS integrations and Swarmia AI are excluded from the Free plan
    • Advanced capabilities require paid plans or separately priced add-ons
  • Jellyfish8.8/10 · Pricing on request

    Connect engineering delivery, investment, developer experience, and AI-tool impact in one cloud platform.

    Visit JellyfishFull verdict →
  • Swarmia8.5/10 · Free plan

    Configurable engineering analytics spanning DORA, delivery, AI, investment, and surveys.

    Visit SwarmiaFull verdict →

More comparisons

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

Last updated · How we research and update