LivPulse
OTT Observability
A real-time OTT platform health and analytics dashboard surfacing streaming KPIs and system pulse in one view.
- OTT
- Observability
- TypeScript
- Dashboards

Program & Product Leadership · OTT · FinTech · Retail
I turn ambitious roadmaps into resilient, high-concurrency products, aligning engineering, product, and delivery so the platform stays fast when the audience shows up all at once.
Governing strategic delivery and the technical roadmap for the global SonyLIV OTT platform, serving 30M+ concurrent users.
0 to 250K RPS spikes in under 60 seconds
zero-buffer 1080p and 4K adaptive bitrate
15+ simultaneous live feeds with multi-language metadata
real-time interactive low-latency sync
A worked example of the cost lever behind full-stack observability. Drag the slider to set peak viewer concurrency, switch the sampling strategy, and watch the estimated monthly telemetry bill respond in real time. Every figure below is computed from the assumptions noted under the calculator—nothing is hard-coded.
Sampling Strategy
Telemetry Ingested
150,000,000spans / sec
Volume of trace data your APM vendor bills for.
Estimated Monthly Telemetry Cost
Baseline at 100% ingestion: $14,040,000 / month
Standard 100% ingestion captures everything but is the most expensive option. Switch to tail-based sampling to see the savings while keeping 99.9% MTTR fidelity.
How this estimate works
Figures are illustrative order-of-magnitude estimates to demonstrate the observability cost/latency trade-off — not a vendor quote.
Toggle each card between the Before (the problem we inherited) and the After (what we shipped).
A single monolithic application where playback, listing, subscription, and cross-device resume shared one deployment, coupling release cycles and blast radius.
A third-party vendor CMS imposing licensing costs, vendor lock-in, and slow, inflexible publishing workflows.
During traffic surges, a 3-minute autoscaling provisioning lag left the platform exposed to cascading failures and full outages.
A single-region deployment that could not satisfy data residency requirements or serve global audiences with low latency.
Client-side ad insertion vulnerable to ad blockers, stitching failures, and buffering that eroded ad revenue and viewer experience.
Fragmented, siloed logging and metrics with no distributed tracing, leaving incidents hard to diagnose and slow to resolve.
Quality / Automation
A comprehensive OTT test-automation suite (75+ tests) with a web dashboard and cross-browser coverage.
No service ships without OpenTelemetry instrumentation, SLIs, and SLO alert routing. Observability is a launch requirement, not a follow-up ticket.
Survivability is engineered at the edge. Non-critical dependencies fail safely so the core experience stays available under surge and partial failure.
The balance of tech debt versus feature delivery is governed by SLO thresholds. Error budgets, not opinions, decide when we ship and when we harden.
Data residency for GDPR/PII and localization are baseline requirements. Regions are a first-class design input, never a late retrofit.
Annamalai University
Illinois Institute of Technology
Visvesvaraya Technological University
ID: PMP#-3195092
ID: DL122024138
ID: BG122014272
ID: 86530983-9427
ID: 000594368
ID: 000594368
ID: GR750213195VS
Reflections gathered from the engineering, product, and delivery leaders I've partnered with, shared by role to respect their privacy.
“He is the person you want owning the hardest programs. He turned our tournament readiness into a repeatable discipline, kept engineering and SRE aligned under pressure, and when 250K RPS hit, the platform simply held.”
A leader I've partnered with
“He speaks product and platform in the same breath. He drove our personalization roadmap - Spotlight, the trays, tray ranking - and translated deep systems work into watch-time outcomes the whole leadership team could rally behind.”
A leader I've partnered with
“He took on the organizational heavy lifting most people avoid - building the Team-of-Teams structure, the governance, the error-budget culture - and delivery across the org became measurably more predictable because of it.”
A leader I've partnered with
A few interactive mini-games from the world of platform leadership. No sign-up, no score-keeping server — just a quick way to see how product prioritization, incident triage, and the vocabulary of observability actually feel in practice.
Say hello
Whether it's scaling platforms, building teams, or trading war stories from a live event, I'm always up for a good conversation.