BI for Engineering Teams — DORA Metrics and Dev Analytics

Engineering analytics

DORA metrics, incident tracking, infrastructure costs, and pipeline health — all from AI-generated dashboards connected to your engineering tools.

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Quick answer

Basedash gives engineering teams AI-native dashboards for DORA metrics, incident tracking, infrastructure costs, and pipeline health — connecting GitHub, Jira, cloud providers, and your database in one platform.

Real-time visibility into the metrics that drive engineering performance.

Deploy frequency

4.2/day

+18%

Incident MTTR

23 min

-31%

API p99 latency

142ms

-12ms

Error rate

0.03%

-0.01pp

Sprint velocity

42 pts

+6 pts

PRs merged / week

From deployment velocity to cloud costs, get answers in plain English.

Engineering velocity tracking

Track deployment frequency, lead time, cycle time, and throughput across teams. Combine GitHub, Jira, and CI/CD data for a complete velocity picture.

"Show me deployment frequency and lead time for change by team over the last quarter"

Incident and reliability dashboards

Monitor MTTR, incident frequency, error rates, and SLA compliance. Correlate incidents with deployment events to identify patterns.

"Which services had the most incidents last month and what was the average time to recovery?"

Infrastructure cost analysis

Track cloud spend by service, team, and environment. Identify cost anomalies and optimize resource allocation with AI-generated insights.

"Break down our AWS costs by service and show month-over-month trends"

Data pipeline monitoring

Monitor ETL job health, data freshness, and pipeline latency. Get alerts when data quality degrades or pipelines fall behind.

"Which data pipelines have had failures in the last 7 days and what was the impact?"

Basedash understands how engineering teams work — and what they need from analytics.

SQL-first, but not SQL-only

Engineers can write raw SQL or let the AI generate it. Non-technical stakeholders asking about engineering metrics get the same quality answers without writing queries.

Connect everything

Combine data from GitHub, Jira, PagerDuty, Datadog, AWS, your application database, and 750+ other sources into unified engineering dashboards.

API and embedding support

Embed Basedash charts in internal tools, Notion, or your team's dashboard screens. Use the API to programmatically create and update dashboards.

Self-hosting available

Run Basedash on your own infrastructure for teams with strict data residency or compliance requirements. No data leaves your network.

Custom metric definitions

Define DORA metrics, SLO calculations, and team-specific KPIs once. The AI uses these definitions consistently across all queries and dashboards.

Automated weekly reports

Schedule AI-generated engineering reports delivered to Slack or email. Track trends without manually building slides or spreadsheets.

Get instant answers, uncover important trends, and make confident decisions faster.

EngineeringFetch IDs created in a given month for a specific provider or integration.Data & AnalyticsIdentify top entities (e.g., products, practices, segments) by net earnings or volume.SalesWho are the most engaged accounts in the last 14 days?ProductWhat is our WAU/MAU and how is it trending?SalesWhich organizations that have not converted to paid are the most active?MarketingWhich categories or segments contributed the most revenue or transactions?EngineeringWhich SDK versions or app versions are most error-prone?EngineeringShow recent error logs and users impacted in the last week.MarketingWhat should be on a performance dashboard for our account managers?ProductWhich cohorts have the highest week-8 retention?Data & AnalyticsBuild a quick-start KPI dashboard with filters and best-practice layout.MarketingWhich geographies are performing best this quarter by pipeline and closed-won?Data & AnalyticsTrend key KPIs over time and flag abnormal spikes.EngineeringWhat are the most common errors this month, and what endpoints are causing them?ProductShow onboarding conversion rate compared to last month.MarketingList Google Ads campaigns and show CPC trends for each.EngineeringHow many auth configs or connected accounts exist for provider X?Data & AnalyticsPull IDs or names for items matching a keyword across connected sources.ProductShow retention by cohort and first-usage month.OperationsGive me a table of all new users with their signup source/medium.OperationsFilter paid organizations and show their current usage details.SalesWhat accounts had the largest expansions this quarter?EngineeringMake table links open detailed views in our admin tool.MarketingWhich campaigns or channels drove the most leads and conversions this month?SalesWhich opportunities are stuck beyond the expected stage duration?EngineeringFetch IDs created in a given month for a specific provider or integration.Data & AnalyticsIdentify top entities (e.g., products, practices, segments) by net earnings or volume.SalesWho are the most engaged accounts in the last 14 days?ProductWhat is our WAU/MAU and how is it trending?SalesWhich organizations that have not converted to paid are the most active?MarketingWhich categories or segments contributed the most revenue or transactions?EngineeringWhich SDK versions or app versions are most error-prone?EngineeringShow recent error logs and users impacted in the last week.MarketingWhat should be on a performance dashboard for our account managers?ProductWhich cohorts have the highest week-8 retention?Data & AnalyticsBuild a quick-start KPI dashboard with filters and best-practice layout.MarketingWhich geographies are performing best this quarter by pipeline and closed-won?Data & AnalyticsTrend key KPIs over time and flag abnormal spikes.EngineeringWhat are the most common errors this month, and what endpoints are causing them?ProductShow onboarding conversion rate compared to last month.MarketingList Google Ads campaigns and show CPC trends for each.EngineeringHow many auth configs or connected accounts exist for provider X?Data & AnalyticsPull IDs or names for items matching a keyword across connected sources.ProductShow retention by cohort and first-usage month.OperationsGive me a table of all new users with their signup source/medium.OperationsFilter paid organizations and show their current usage details.SalesWhat accounts had the largest expansions this quarter?EngineeringMake table links open detailed views in our admin tool.MarketingWhich campaigns or channels drove the most leads and conversions this month?SalesWhich opportunities are stuck beyond the expected stage duration?

OperationsWhich tickets are trending by category and time to resolution?OperationsWhich customers are running into more bugs recently?SalesList all workspaces with an upcoming renewal in the next month.ProductWhich features correlate most with conversion to paid?ProductDid anything else spike when a specific feature usage increased?SalesHow many leads are currently close to closing?ProductWhich product areas are slowing users down (timeouts, latency, error-prone steps)?MarketingAre we seeing a drop in lead volume year over year? Which months and segments are down?OperationsShow customers with at least two visits or repeat usage in the last month.EngineeringFind domains or metadata for a list of organizations from builder records.EngineeringWhich services or endpoints have the highest error rates this week?MarketingHow many deals or opportunities are in our current campaign from a specific region?Data & AnalyticsBreak down counts by type (categories, forms, service items) and show percentages.Data & AnalyticsHow many records/jobs/tasks were created or submitted in a given timeframe?SalesWhich accounts are a churn risk?SalesWhat should a sales-facing dashboard include for quick qualification and follow-up?ProductIdentify the magic moment that predicts long-term engagement.SalesWhich accounts are likely to expand based on recent product activity?ProductAre there any features we added recently that increased engagement?OperationsWhich customers have open issues tied to performance or reliability?Data & AnalyticsShow me revenue and subscription growth.MarketingWhat is our CAC?MarketingWhat is our blended cost per lead and cost per acquisition by channel?MarketingShow campaigns with delivery errors that still spent in the last 24 hours.OperationsSurface users who recently hit errors or experienced slow response times.OperationsWhich tickets are trending by category and time to resolution?OperationsWhich customers are running into more bugs recently?SalesList all workspaces with an upcoming renewal in the next month.ProductWhich features correlate most with conversion to paid?ProductDid anything else spike when a specific feature usage increased?SalesHow many leads are currently close to closing?ProductWhich product areas are slowing users down (timeouts, latency, error-prone steps)?MarketingAre we seeing a drop in lead volume year over year? Which months and segments are down?OperationsShow customers with at least two visits or repeat usage in the last month.EngineeringFind domains or metadata for a list of organizations from builder records.EngineeringWhich services or endpoints have the highest error rates this week?MarketingHow many deals or opportunities are in our current campaign from a specific region?Data & AnalyticsBreak down counts by type (categories, forms, service items) and show percentages.Data & AnalyticsHow many records/jobs/tasks were created or submitted in a given timeframe?SalesWhich accounts are a churn risk?SalesWhat should a sales-facing dashboard include for quick qualification and follow-up?ProductIdentify the magic moment that predicts long-term engagement.SalesWhich accounts are likely to expand based on recent product activity?ProductAre there any features we added recently that increased engagement?OperationsWhich customers have open issues tied to performance or reliability?Data & AnalyticsShow me revenue and subscription growth.MarketingWhat is our CAC?MarketingWhat is our blended cost per lead and cost per acquisition by channel?MarketingShow campaigns with delivery errors that still spent in the last 24 hours.OperationsSurface users who recently hit errors or experienced slow response times.

Connect your own warehouse, or use Basedash Warehouse to visualize all your data in one place.

See all 750+ integrations

Basedash vs engineering analytics tools

How Basedash compares to specialized engineering metrics platforms.

Capability	Basedash	Other tools
AI-generated engineering dashboards	Yes	No
Natural language queries	Yes	SQL or config-based
Multi-source (GitHub + Jira + infra + DB)	750+ sources	Specialized per tool
DORA metrics out of the box	Yes — customizable	Limited or manual
Embeddable in internal tools	Yes	Varies
Self-hosting	Available	Rarely
Time to first dashboard	Minutes	Hours to days

Related resources

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Automations

Set up alerts for incidents and deployments

BI for product teams

Feature adoption and user analytics

Engineering analytics FAQ

What BI metrics should engineering teams track?

Key engineering metrics include the four DORA metrics (deployment frequency, lead time for changes, change failure rate, MTTR), sprint velocity, API latency and error rates, infrastructure costs, and data pipeline health. Basedash can calculate all of these from your existing tool data.

How does Basedash connect to engineering tools?

Basedash integrates with GitHub, GitLab, Jira, Linear, PagerDuty, Datadog, AWS, and 750+ other data sources. Connect your tools directly or sync through your data warehouse.

Can engineers still write their own SQL?

Absolutely. Basedash supports both natural language queries and raw SQL. Engineers can write custom queries, review AI-generated SQL, or switch between modes. The AI is a productivity tool, not a replacement for SQL expertise.

Is Basedash secure enough for engineering data?

Yes. Basedash supports self-hosting, read-only database connections, role-based access controls, and SSO. Your data stays in your warehouse — Basedash queries it directly without copying or storing raw data.

Can non-engineering stakeholders use Basedash to query engineering data?

Yes. Product managers, engineering managers, and executives can ask questions in plain English like 'How often did we deploy last month?' without writing SQL. The AI generates the query and returns visual results.

We can help you migrate your data and dashboards from any other tool.

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Engineering intelligence, not just dashboards

Your engineering metrics, live

Ask your engineering data anything