Skip to content

Managed Services

Managed services for the infrastructure your business runs on

24/7 operations, hardening and optimization for the open-source data, AI and cloud platforms behind your products, run by the engineers who build them.

Why it matters

Open source is powerful, and unforgiving when under-resourced

Kafka, Spark, Cassandra and Airflow give you scale and freedom from lock-in. They also demand constant patching, tuning and expertise that few teams can staff around the clock. We provide that operational depth long after the initial build, so your engineers can spend their time on the product.

What we manage

  • Orchestration

    PlatformsApache Airflow on MWAA, Cloud Composer, Astronomer or Kubernetes

    What we doUpgrades, DAG reliability, deadline alerting and cost tuning (see the Airflow page)

  • Streaming and messaging

    PlatformsApache Kafka, Schema Registry, RabbitMQ

    What we doMulti-AZ replication, partition and consumer-lag management, zero-downtime patching

  • Data processing

    PlatformsApache Spark

    What we doCluster tuning, autoscaling, job optimization and cost control

  • Databases and caches

    PlatformsApache Cassandra, Redis

    What we doCapacity planning, repair and compaction, replication, backup and restore

  • Containers and platforms

    PlatformsKubernetes (EKS, AKS, GKE), Helm

    What we doCluster upgrades, security patching, autoscaling and workload reliability

  • Observability

    PlatformsPrometheus, Grafana, Thanos, OpenTelemetry

    What we doLong-term metrics, SLO dashboards, alert tuning and on-call integration

  • Cloud operations

    PlatformsAWS, Azure, Google Cloud

    What we doLanding-zone hygiene, security posture, backups and cost governance

  • AI operations

    PlatformsLLM applications, RAG pipelines, model endpoints

    What we doQuality regression testing, guardrail monitoring, token-cost tracking and model-version upgrades

  • Applications

    PlatformsSoftware we built, or inherited from others

    What we doL2 and L3 support, bug fixes, dependency updates and minor enhancements

Operating model

An operating model built on SRE discipline

  • Service levels you can measure: response-time SLAs by priority, plus service-level objectives agreed for the systems that matter most.
  • ITIL-aligned processes: incident, problem, change and release management, adapted to your governance.
  • Blameless post-incident reviews: every P1 gets a root-cause analysis and a tracked fix within 5 business days.
  • Runbooks and automation: a repeat issue becomes an automated remediation, not a repeat ticket.
  • Continuous improvement: a reliability, security and cost backlog, reviewed with you every month.
  • Your tools, your visibility: we work in your ticketing, chat and paging tools, and every dashboard is shared.

Service tiers

Three tiers, one standard of care

Essential, Professional and Enterprise tiers, with coverage and response times defined per platform.

Swipe sideways to read the full table.

Essential, Professional, and Enterprise managed service tiers
Tier detailEssentialProfessionalEnterprise
Best forOne production environment, business-hours criticalitySeveral environments, revenue-impacting pipelinesMission-critical, regulated or multi-team platforms
CoverageBusiness hours, Monday to Friday India Standard Time (IST, UTC+05:30)24/7 for P1; business hours for P2–P424/7 for all priorities
P1 response4 business hours1 hour15 minutes
P2 response1 business day4 hours1 hour
MonitoringPlatform healthPlatform health and pipeline deadlinesPlatform, pipelines and business SLO dashboards
Patching and upgradesQuarterly cycleMonthly; critical CVEs within 7 daysContinuous; critical CVEs within 72 hours
Platform engineering hoursAdvisoryHands-on fixes up to N hours a monthDedicated pipeline engineering capacity
Service reviewsQuarterlyMonthlyMonthly, with a named technical account manager
Disaster-recovery testAnnualTwice a yearQuarterly

Priority definitions

P1 Critical — production Airflow unavailable, or business-critical pipelines failing with no workaround. P2 High — degraded performance or a partial outage affecting important pipelines. P3 Medium — a non-critical issue with a workaround. P4 Low — questions, requests and planned changes. Response time is the time until an engineer is actively working the issue; resolution targets and service credits belong in the contract, not on the website.

Transition

A transition that never puts production at risk

  1. 1

    Knowledge transfer: 2–3 weeks architecture walkthroughs, runbook review and access setup.

  2. 2

    Shadow: we observe your team handling live operations and document what was never written down.

  3. 3

    Reverse shadow: we lead, your team observes and signs off.

  4. 4

    Steady state: full responsibility under the agreed service levels, starting with a 30-day hypercare period.

Reporting and governance

  • Monthly service report: SLA attainment, incidents and root causes, changes, capacity and cost trends, and open risks.
  • Quarterly business review: roadmap, upgrade plans, the improvement backlog and a commercial review.
  • Live dashboards: platform health and service levels, visible to your team at any time.
  • Commercials: a predictable monthly fee per tier and environment, with optional pooled hours for enhancements.

FAQs

Can you manage platforms you didn't build?

Yes. An onboarding assessment documents the current state, risks and quick wins before we take responsibility.

Do you replace our team?

Only if you want us to. Most clients use us to cover nights, weekends and deep platform expertise while their engineers focus on the product.

How do you handle security and access?

Least-privilege access through paths you approve, every action logged, and data touched only when an incident requires it.

Can we start with one platform?

Yes. Many clients start with Airflow or Kafka and expand once the model is proven.

Hand over the pager. Keep the control.

Tell us what you run today. We'll propose the right tier and a transition plan that keeps production safe.

Discuss managed services