Product Engineering
Greenfield builds, modernization, API platforms, microservices, performance engineering.
- Release health & DORA metrics
- API-first design
- Serverless & containers, mobile/web
We design, build, and run secure, scalable products across cloud, data, AI, DevOps, security, and CX — so your teams move faster with confidence, not chaos.
Trusted for regulated environments · multi-brand rollouts · 24×7 ops
› payments-api · p99 4.2s · err 6.1%
› 3 instances affected · downstream lag rising
We're a small team of staff-level engineers who've operated platforms in regulated, high-stakes environments. Six things we never compromise on.
Features your users love and the paved roads to ship them safely.
Identity, encryption, logging, evidence — baked in, not bolted on.
IaC, GitOps, golden modules. Toil and drift, gracefully retired.
SLOs, dashboards, alerts, ownership. Across app and infrastructure.
Copilots that validate → decide → act. Approvals and audit trails included.
We teach what we build. Momentum stays with your teams when we leave.
Six pillars. One delivery rhythm. Every engagement starts with a discover-prove-ship loop tuned to your reliability, cost, or compliance goal.
Greenfield builds, modernization, API platforms, microservices, performance engineering.
Landing zones, multi-account governance, network & identity, FinOps, DR.
Pipelines & lakes, quality & lineage, real-time analytics, MLOps, RAG/LLM apps.
SLIs/SLOs, incident response, capacity & reliability, change & release health.
Zero-trust patterns, secrets & KMS, policy-as-code, evidence pipelines.
Shift-left testing, API & contract tests, E2E suites, synthetic checks.
We embed LLMs and MCP-driven agents into the parts of your delivery pipeline where humans burn cycles — alerting, IaC review, incident response, runbook execution.
An LLM classifier triages every alert in real time, matches it to a runbook, opens the ticket, and proposes a pre-approved remediation. On-call wakes for what actually matters.
› Built and operating internally on the Opsvo Alert Remediation Platform.
- desired_count = 6+ desired_count = 12 # est. cost +$31/day
We build MCP servers that surface your clouds, runbooks, dashboards, and tickets as scoped, auditable tools any agent — Claude, Cursor, Copilot, your own — can call. Permission-tight, revocable, fully logged.
› Pattern: golden-path MCP toolkits per service-catalogue tier.
Find over-permissive policies; suggest least-privilege diffs
Cost, security, and drift analysis on a plan output
Run a pre-approved runbook step with audit trail
Fetch stack, breadcrumbs, recent releases for an issue
Open an incident with SLO-aware severity routing
Run a metrics query and stream the result back to the agent
OpsBot reviews Terraform plans and application diffs for over-permissive policies, cost regressions, and drift against declared state — with inline comments and severity tags.
› Pairs with policy-as-code (OPA, Checkov) — agent commentary, not agent decisions.
resource "aws_iam_policy" "s3_admin" { name = "s3-admin-prod" policy = jsonencode({- Action = "s3:*"+ Action = ["s3:GetObject", "s3:PutObject"] Resource = "*" }) }
Action narrowed to read/write only — good. Resource is still "*"; consider scoping to the bucket ARN to satisfy SOC 2 CC6.1.
The agent walks the steps, executes pre-approved remediations, requests approval at risk gates, and writes the post-incident report. SLO-aware end-to-end, with a complete audit trail.
› Aligned to your error budgets — no surprises, no shadow ops.
- desired_count = 6+ desired_count = 12 # est. cost +$31/day
We don't do six-month strategy decks. We compress discovery, validate fast, and ship a thin vertical slice that proves the KPI you care about.
Goals, risks, compliance scope, success metrics — synthesized with the people who will own it. We compress strategy into a prioritized roadmap with measurable KPIs, so kickoff has direction, not vibes.
› output: signed roadmap with KPI-anchored bets
12 KPI-anchored bets · 3-quarter sequence · ready for kickoff.
Architecture and a thin vertical slice in prod-like conditions, behind a feature flag. We validate the pattern early on the metrics that actually matter — latency, cost, reliability — before any team commits to scale.
› output: validated pattern + live signal
Automate the paved road, harden the edges, and instrument everything. Your team owns it, or our SRE pod runs it 24×7 with monthly health reports and error-budget reviews — your choice.
› output: paved road · 24×7 SRE optional
on-call rotation handed back · zero customer-impacting incidents.
12 KPI-anchored bets · 3-quarter sequence · ready for kickoff.
Whether you're carving out a new brand inside a parent org or consolidating six acquisitions, the pattern is the same: shared paved roads, isolated brand spaces, audits that pass on the first try.
Platform Blueprint
Identity & Access
SSO/SAML · least privilege
Network & Segmentation
Private endpoints · zero-trust
Observability
Logs · metrics · traces · SLOs
CI/CD & Policy-as-Code
Checks in pipelines
Six control families, baked into the platform from day one — so evidence collection becomes a query, not a quarter.
SSO/SAML, least privilege, short-lived credentials.
KMS/HSM, envelope encryption, rotation, secrets hygiene.
Private endpoints, egress control, segmentation, zero-trust.
Immutable trails, retention & query mapped to control IDs.
Automated checks in CI/CD, drift detection & remediation.
Clear mappings to SOC 2 / ISO 27001 / PCI-style frameworks.
Real outcomes from real teams — anonymized just enough to satisfy legal, detailed enough to actually be useful.
Multi-account guardrails, audit-ready trails, brand-aware tagging. Onboarding new product? 2 days, not 2 sprints.
Automated restore validation with dashboards and chat-ops. We test what every other team only documents.
Real-time pipelines with explicit error budgets. P99 latency went from 'unknowable' to 'on a dashboard'.
Logs/metrics/traces unified. Business KPIs pinned to golden SLOs per service. On-call learned to sleep again.
Automated checks and alerts. The kind of dashboards your CFO actually opens.
Templates, golden modules, self-service onboarding. New service production-ready before lunch.
2–6 weeks
Prove a reliability, cost, or compliance goal with a thin vertical slice in prod-like conditions.
Best for
Teams who need a thin slice, fast.
Start hereQuarterly milestones
Dedicated pod for features or platform increments. You set the milestones; we hit them with telemetry.
Best for
Roadmaps with budget but no bandwidth.
Start here24×7 monthly
Full SRE & platform operations with monthly health reports, error-budget reviews, and on-call rotation.
Best for
Production you can’t afford to babysit.
Start hereGot a question we missed? The contact form is right below — and a real engineer reads every message.
Drop a note or book your assessment. A real engineer reads every message and replies within one business day.
Location
India · remote-first · on-site by request