Data Ingestion: Connectors/API to ingest 3D pipeline data (projects, assets, versions, renders, exports) from your tools (e.g., Blender/Maya logs, ShotGrid/FTrack, Git/LFS, S3) or CSV/JSON uploads.
Normalized Data Model: Database schema for projects → assets → tasks → versions → approvals, with user/team attribution and timestamps.
Core Metrics: Throughput, cycle time per asset, revision counts, approval latency, render/compute time, export failures, file size growth, and deadline risk indicators.
Dashboards & Filters: Web UI with charts/tables for project health, artist productivity, bottlenecks, and trends—filterable by project, asset type, artist, date range, and status.
Drill-Down Views: Asset-level timeline showing iterations, notes, approvals, render history, and links to source files/renders.
Alerts & Reporting: Configurable alerts (Slack/email/webhook) for stuck assets, excessive revisions, failed exports/renders, and approaching deadlines; scheduled reports.
Admin & Permissions: Auth + role-based access (admin/manager/artist), workspace support, audit logs.
Deployment & Handoff: Dockerized deployment, environment templates, setup docs, and a short architecture walkthrough for future extensions.