BE-023 — Implement Protocol Analytics & Reporting API

[dDevAhmed]

BE-023 — Implement Protocol Analytics & Reporting API

📚 Overview

The Protocol Analytics & Reporting API provides aggregated insights into the operational, economic, governance, and verification activities occurring across the TruthBounty ecosystem.

Rather than requiring frontend applications to aggregate raw protocol data themselves, this service centralises data collection, metric computation, reporting, dashboard summaries, and historical trend analysis.

The API serves as the primary analytics layer for administrators, contributors, governance participants, researchers, and ecosystem partners.

The Protocol Analytics & Reporting API will become the dependency for:

• Analytics Dashboard
• Administration Console
• Governance Portal
• Contributor Dashboard
• Public Statistics Portal
• AI Assistant
• External Integrations

Every client application assumes analytics data is accurate, performant, and updated consistently.

---

🧠 Background

TruthBounty continuously generates operational data from multiple sources, including:

• claim submissions
• verification activity
• dispute resolution
• staking
• reward distribution
• governance participation
• moderation
• user growth
• protocol performance

Without a dedicated analytics layer, each client would independently compute metrics, resulting in inconsistent reporting, duplicated computation, and increased backend load.

The Analytics & Reporting API provides a unified source of truth for all protocol-wide statistics.

---

🎯 Objectives

Implement a production-ready analytics service that:

• aggregates protocol metrics
• generates dashboard summaries
• provides historical reporting
• exposes trend analysis
• supports custom filtering
• enables report exports
• exposes monitoring metrics
• returns standardised API responses

---

🧩 Technical Scope

1. Protocol Metrics

Provide statistics including:

• total claims
• active claims
• resolved claims
• verification count
• dispute count
• reward distribution
• staking activity
• governance proposals
• governance participation
• reputation growth

Metrics should support multiple aggregation periods.

---

2. User Analytics

Track:

• new users
• active contributors
• active verifiers
• moderator activity
• governance participation
• contributor retention
• reputation distribution

Support filtering by configurable time ranges.

---

3. Verification Analytics

Provide insights into:

• verification throughput
• verification accuracy
• average verification duration
• consensus rate
• disagreement rate
• verification backlog

Support trend analysis across historical periods.

---

4. Governance Analytics

Generate statistics covering:

• proposal creation
• proposal approval rate
• voter turnout
• participation trends
• voting distribution
• governance activity over time

---

5. Financial Analytics

Provide protocol-wide financial metrics including:

• staking volume
• rewards distributed
• treasury balances
• bounty allocations
• protocol incentives

Where possible, values should be derived directly from blockchain data.

---

6. Reporting Engine

Support:

• scheduled reports
• custom reports
• downloadable reports
• dashboard snapshots
• filtered exports
• historical comparisons

Reports should be available in multiple formats.

---

7. Monitoring

Expose metrics including:

• report generation time
• query latency
• cache hit ratio
• analytics refresh duration
• export requests
• failed report generation

---

8. Performance

Implement:

• pre-computed aggregates
• scheduled metric refresh
• Redis caching
• asynchronous report generation
• pagination
• efficient indexing

Analytics requests should remain responsive under high traffic.

---

9. Future Extensibility

Design the architecture to support:

• predictive analytics
• anomaly detection
• AI-generated insights
• custom dashboards
• third-party BI integrations
• protocol benchmarking

---

10. API Standardisation

Return consistent response objects containing:

• analytics data
• reporting metadata
• timestamps
• pagination
• request identifiers

Errors must follow backend API standards.

---

✅ Acceptance Criteria

• Protocol metrics are computed correctly.
• Historical reporting functions correctly.
• Dashboard summaries are available.
• Reports can be exported.
• Performance targets are achieved.
• Monitoring metrics are exposed.
• Unit and integration tests pass.

---

🧪 Testing Requirements

Implement tests covering:

• metric aggregation
• dashboard generation
• report exports
• filtering
• pagination
• historical reporting
• cache behaviour
• concurrent requests
• monitoring metrics
• performance benchmarking

---

📚 Documentation

Update:

• Backend API Documentation
• Analytics Architecture
• Reporting Guide
• OpenAPI Specification
• Operations Manual
• Developer Guide

---

🔗 Dependencies

Depends on:

• BE-004 — Implement Redis Cache & Distributed Session Layer
• BE-016 — Implement Protocol Health & System Monitoring API
• BE-017 — Implement Blockchain Indexing & Synchronisation Service
• BE-022 — Implement Audit Logging & Compliance API

Blocks:

• Analytics Dashboard
• Administration Console
• Governance Portal
• Contributor Dashboard
• Public Statistics Portal
• AI Assistant
• External Integrations

---

🏷 Labels

• backend
• analytics
• architecture
• protocol-critical
• complexity-medium
• stellar-wave

---

📊 Complexity

Medium

The Protocol Analytics & Reporting API establishes the central intelligence layer for TruthBounty by transforming raw operational data into actionable insights, historical reports, and real-time dashboards that support governance, operations, and ecosystem growth.

---

⏱ Estimated Effort

6–8 days

---

🚀 Definition of Done

• Analytics aggregation implemented.
• Dashboard endpoints available.
• Historical reporting operational.
• Export functionality implemented.
• Monitoring metrics exposed.
• Performance optimised.
• Tests passing.
• Documentation updated.
• Ready for integration with the Analytics Dashboard, Administration Console, Governance Portal, Contributor Dashboard, Public Statistics Portal, AI Assistant, and External Integrations.

[Netty-kun]

@Netty-kun has applied to work on this issue as part of the Stellar Wave Program's 7th wave.

Hello Maintainer,
I'd like to work on this issue. After reviewing the requirements, I have a clear understanding of the expected implementation and a plan to address it. I have experience building production-ready applications and have handled similar fixes before.
If assigned, I'll start right away, keep you updated on my progress, and submit a clean, well-tested PR as quickly as possible, potentially within an hour, depending on when the issue is assigned.

ℹ️ Repo Maintainers: To accept this application, review their application or assign @Netty-kun to this issue.

[drips-wave]

Congratulations, @Netty-kun! 🎉 Your application was accepted by the repo's maintainers, and the issue is due on July 30, 2026.

🧑‍💻 @Netty-kun: Please resolve the issue such that the repo's maintainers have enough time to review your contribution before the due date. You'll earn Points for completing the issue on-time, which will make you eligible for a share of the Stellar Wave Program's reward pool.

Warning

When opening a PR, please link it to this issue to ensure it gets tracked accurately. Points are awarded when this issue is marked as completed by the maintainer.

🤠 Repo maintainers: Please keep an eye on the contributor's progress and review their work before the due date. You can manage this issue, including adjusting its complexity and points, here.

🌊 Happy Wave 🌊