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| Integrations to SDLC | Integrates with task, CI/CD, source control, and incident management tools—including homegrown | Limited set of tools supported |
| Ease of setup and customization | Out-of-the-box dashboards light up in minutes, and customization is easy | Time-consuming setup with no customization options |
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| Compatible with how teams work | Supports custom deployment processes, unique merge tools, and multiple pipelines | Standard workflows only |
| Metric accuracy | Generated accurately from the complete lifecycle of every code change | Proxy metrics and loose definitions, based on Jira and VCS only |
| Correct attribution | Attributed to the right team and application, even in a monorepo | Attributed to repo/project only |
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| Metric granularity | Detailed breakdown of all the stages within a metric (task, PR, and deployment cycles) | Typically excludes deployment cycles |
| Tailored thresholds | Metrics and thresholds can be tailored to each team | One size fits all |
| Personalized guidance | Team-tailored insights into performance inhibitors and recommended remediations | Not supported |
| Automation and notifications | AI summaries of key insights and trends, and alerts for significant changes | AI summaries not provided |
| Rollup and drilldowns | By org structure (your real teams!) or product hierarchy | Flat view by project |
| Historical data | Unlimited history | Limited to 90 days for some vendors |
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| Security and compliance | GDPR, SOC2, and ISO 27001 compliant | Varies by vendor |
| Deployment flexibility | Full SaaS, hybrid, and on-prem | SaaS only |