Multi-Source Data Dashboards | Engineering Reports
Aggregate project data, Git metrics, time tracking, and CI/CD into unified dashboards. GitScrum integrates GitHub, GitLab for complete engineering visibility.
8 min read
Engineering teams work across multiple tools—project management, Git repositories, time tracking, CI/CD pipelines. Creating unified reports that aggregate data from all sources gives stakeholders complete visibility without manual data gathering and spreadsheet merging.
Data Sources for Engineering Dashboards
| Source | Data Type | Why It Matters |
|---|---|---|
| Project Management | Tasks, sprints, velocity | What work is planned/done |
| Git Repositories | Commits, PRs, branches | How work is implemented |
| Time Tracking | Hours, estimates | Effort and capacity |
| CI/CD Pipelines | Builds, deployments | Delivery health |
| Communication | Blockers, updates | Team status |
The Multi-Source Challenge
TYPICAL ENGINEERING DATA LANDSCAPE
══════════════════════════════════
DATA SCATTERED ACROSS TOOLS:
─────────────────────────────────────
┌─────────────────────────────────────────────────────────────┐
│ │
│ PROJECT MANAGEMENT GIT REPOSITORIES │
│ ┌─────────────────┐ ┌─────────────────┐ │
│ │ GitScrum │ │ GitHub │ │
│ │ ├── Tasks │ │ ├── Commits │ │
│ │ ├── Sprints │ │ ├── PRs │ │
│ │ ├── Velocity │ │ ├── Branches │ │
│ │ └── Time logs │ │ └── Reviews │ │
│ └─────────────────┘ └─────────────────┘ │
│ │
│ CI/CD PIPELINES COMMUNICATION │
│ ┌─────────────────┐ ┌─────────────────┐ │
│ │ GitHub Actions │ │ Slack │ │
│ │ ├── Builds │ │ ├── Updates │ │
│ │ ├── Tests │ │ ├── Blockers │ │
│ │ ├── Deploy │ │ └── Alerts │ │
│ │ └── Status │ │ │ │
│ └─────────────────┘ └─────────────────┘ │
│ │
│ │ │
│ ▼ │
│ MANUAL AGGREGATION = PAIN │
│ ├── Export CSVs from each tool │
│ ├── Merge in spreadsheets │
│ ├── Update weekly (outdated) │
│ └── Error-prone, time-consuming │
│ │
└─────────────────────────────────────────────────────────────┘
GitScrum Native Integrations
BUILT-IN DATA SOURCES
═════════════════════
GITSCRUM INTEGRATIONS:
─────────────────────────────────────
┌─────────────────────────────────────────────────────────────┐
│ │
│ GIT REPOSITORIES (Native) │
│ ├── GitHub ────────► Commits linked to tasks │
│ ├── GitLab ────────► Branch status visible │
│ └── Bitbucket ─────► PR tracking on tasks │
│ │
│ COMMUNICATION (Native) │
│ ├── Slack ─────────► Task notifications │
│ ├── Discord ───────► Team updates │
│ └── MS Teams ──────► Channel integration │
│ │
│ AUTOMATION (Integration) │
│ ├── Zapier ────────► 3000+ app connections │
│ └── Pabbly ────────► Workflow automation │
│ │
│ API ACCESS │
│ ├── REST API ──────► Custom integrations │
│ └── Webhooks ──────► Real-time events │
│ │
└─────────────────────────────────────────────────────────────┘
SETUP STEPS:
─────────────────────────────────────
1. Project Settings → Integrations
2. Connect GitHub/GitLab/Bitbucket
3. Map repositories to projects
4. Enable commit message parsing
5. Configure Slack notifications
6. Set up Zapier for external data
Building Unified Dashboards
DASHBOARD ARCHITECTURE
══════════════════════
DATA FLOW:
─────────────────────────────────────
┌─────────────────────────────────────────────────────────────┐
│ │
│ DATA SOURCES GITSCRUM OUTPUT │
│ │
│ ┌──────────┐ │
│ │ GitHub │───┐ │
│ └──────────┘ │ ┌────────────────┐ │
│ │ │ │ ┌──────────┐ │
│ ┌──────────┐ │ │ GITSCRUM │ │Dashboard │ │
│ │ GitLab │───┼────────►│ REPORTS & │──►│ View │ │
│ └──────────┘ │ │ ANALYTICS │ └──────────┘ │
│ │ │ │ │
│ ┌──────────┐ │ └────────────────┘ ┌──────────┐ │
│ │ Time │───┤ │ │ Export │ │
│ │ Tracking │ │ │ │ CSV/PDF │ │
│ └──────────┘ │ │ └──────────┘ │
│ │ │ │
│ ┌──────────┐ │ ▼ ┌──────────┐ │
│ │ Zapier │───┘ ┌────────────┐ │ API │ │
│ │ Webhooks │ │ API Export │──────►│ Consumer │ │
│ └──────────┘ └────────────┘ └──────────┘ │
│ │
└─────────────────────────────────────────────────────────────┘
Report Types
MULTI-SOURCE REPORTS
════════════════════
EXECUTIVE DASHBOARD:
─────────────────────────────────────
┌─────────────────────────────────────────────────────────────┐
│ Engineering Overview - January 2026 │
├─────────────────────────────────────────────────────────────┤
│ │
│ DELIVERY METRICS (from GitScrum) │
│ ───────────────────────────────────── │
│ Sprint Velocity: 42 pts ↗ +8% vs avg │
│ Tasks Completed: 67 ↗ +12% vs last sprint │
│ Sprint Goal: Achieved (3 of 3 objectives) │
│ │
│ CODE METRICS (from GitHub) │
│ ───────────────────────────────────── │
│ Commits: 234 Linked to 52 tasks │
│ PRs Merged: 28 Avg review time: 4.2h │
│ Code Coverage: 87% ↗ +2% this sprint │
│ │
│ TIME ALLOCATION (from Time Tracking) │
│ ───────────────────────────────────── │
│ Features: 65% ████████████████░░░░░ │
│ Bug Fixes: 20% █████░░░░░░░░░░░░░░░░ │
│ Tech Debt: 10% ███░░░░░░░░░░░░░░░░░░ │
│ Meetings: 5% █░░░░░░░░░░░░░░░░░░░░ │
│ │
│ DEPLOYMENT HEALTH (from CI/CD) │
│ ───────────────────────────────────── │
│ Deployments: 12 All successful │
│ Build Success: 98% ↗ +3% improvement │
│ MTTR: 2.1h ↘ -30% faster │
│ │
└─────────────────────────────────────────────────────────────┘
TEAM PERFORMANCE REPORT:
─────────────────────────────────────
┌─────────────────────────────────────────────────────────────┐
│ Team Alpha - Sprint 14 Summary │
├─────────────────────────────────────────────────────────────┤
│ │
│ MEMBER CONTRIBUTIONS │
│ ───────────────────────────────────── │
│ Name Tasks Points Commits Hours Velocity │
│ ───────────────────────────────────────────────────────── │
│ Alice 12 28 45 38h High │
│ Bob 10 24 32 40h High │
│ Carol 8 18 28 36h Normal │
│ David 9 22 41 42h High │
│ Eve 7 15 25 35h Normal │
│ │
│ COLLABORATION METRICS │
│ ───────────────────────────────────── │
│ PR Reviews Given: 34 (avg 6.8 per person) │
│ Comments on Tasks: 156 │
│ Blockers Resolved: 8 │
│ Knowledge Sharing: 5 wiki updates │
│ │
└─────────────────────────────────────────────────────────────┘
Setting Up Zapier Integration
ZAPIER WORKFLOW EXAMPLES
════════════════════════
WORKFLOW 1: AGGREGATE EXTERNAL METRICS
─────────────────────────────────────
Trigger: Schedule (Daily 9am)
│
├──► Get Datadog metrics
│ └── API call: GET /metrics/summary
│
├──► Get Sentry error count
│ └── API call: GET /projects/errors
│
├──► Update GitScrum task
│ └── Add comment with metrics
│
└──► Post to Slack #engineering
└── Daily metrics summary
WORKFLOW 2: SYNC CI/CD STATUS
─────────────────────────────────────
Trigger: GitHub Actions workflow complete
│
├──► Filter: Only main branch
│
├──► Find GitScrum task (from commit message)
│ └── Parse: "[TASK-123]" → Task ID
│
├──► Update task status
│ └── Build passed → Move to "Ready for QA"
│ └── Build failed → Add blocker label
│
└──► Notify assignee
└── Slack DM with build status
WORKFLOW 3: TIME AGGREGATION
─────────────────────────────────────
Trigger: Toggl time entry created
│
├──► Extract project from description
│ └── Parse: "PROJ-xxx" format
│
├──► Find GitScrum task
│ └── Match project/task ID
│
├──► Add time entry
│ └── GitScrum time tracking API
│
└──► Update weekly report
└── Append to Google Sheet
API Export Example
GITSCRUM API FOR CUSTOM DASHBOARDS
══════════════════════════════════
FETCH SPRINT DATA:
─────────────────────────────────────
GET /api/v1/sprints/{sprint_id}/summary
Response:
{
"sprint": {
"id": "spr_123",
"name": "Sprint 14",
"velocity": 42,
"tasks_completed": 67,
"tasks_total": 72
},
"commits": {
"total": 234,
"linked_to_tasks": 198
},
"time_tracked": {
"total_hours": 320,
"by_category": {
"feature": 208,
"bugfix": 64,
"tech_debt": 32,
"meetings": 16
}
}
}
BUILD CUSTOM DASHBOARD:
─────────────────────────────────────
┌─────────────────────────────────────────────────────────────┐
│ │
│ // Fetch and combine data sources │
│ const sprintData = await gitscrum.getSprint(sprintId); │
│ const commits = await github.getCommits(repo, sprint); │
│ const timeData = await toggl.getEntries(projectId); │
│ │
│ // Aggregate for dashboard │
│ const dashboard = { │
│ velocity: sprintData.velocity, │
│ codeChanges: commits.length, │
│ hoursLogged: timeData.reduce((a,b) => a + b.hours, 0), │
│ efficiency: calculateEfficiency(sprintData, timeData) │
│ }; │
│ │
│ // Render or export │
│ renderDashboard(dashboard); │
│ │
└─────────────────────────────────────────────────────────────┘