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DataOps · 06 of 6

Embedded engineers

NGT engineers inside your data-platform team: platform as code, CI/CD, access and operations.

DataOps Lakehouse Platform
01

What embedded DataOps engineers take on

When NGT engineers join a customer's data-platform team, the work covers four areas.

  • Platform as codeWorkspaces, storage, catalog and permissions through IaC and reviewed changes.
  • CI/CD for dataPipelines and jobs promoted through tested, automated releases.
  • Access & securityPolicy-driven access, secrets and keys, with the audit evidence.
  • Monitoring & incidentsDashboards, alerts and runbooks for pipelines and platform, with on-call.
DataOps Lakehouse Platform
passfaildeploy · schedulepolicies · lineageaccess rulesSourcesAWS CloudOrchestrate & CI/CD · always onIngestLakehouse · bronze → silver → goldServeGovern & secure · always onConsumersDatabases & ERPApps & SaaSFiles & documentsEvents & IoTGitpipelines as codeAWS CodePipelinetest · promotePlatform as codeTerraform · PulumiDev · QA · Prodsame topologyAmazon MWAAschedule · retryAmazon CloudWatchpipeline SLAsAWS Cost Explorercost per teamAWS GluebatchAmazon MSKstreamingBronzeraw, as landedAmazon EMRSpark · dbt jobsSilvercleaned, conformedData testsquality gateGolddata productsData contractschema · owner · rulesOpen tablesApache IcebergQuarantineowner alertedAmazon RedshiftAmazon QuickSightAmazon SageMaker AIfeatures · registryAmazon OpenSearchServicevector indexBusiness usersML, RAG & agentsAWS Glue DataCatalogcatalog · glossaryLineage & auditFine-grained accessLake FormationIAM Identity CenterAWS KMSAWS Secrets ManagerAWS CloudTrailaudit trail

Point at a component to light its links; select it for what it does here and the practice that makes it right on AWS.

Point at a component to see what it does; select it for the best practice.Open the architecture

Questions about the team behind it

The questions this part raises, and their answers.

It is NGT's newest service line, grown from what the team delivers every day: platform engineering, CI/CD, infrastructure as code and cloud operations.

The targets we agree are measured from the first pilot.

Related capabilities

MLOpsAI & AgentsPlatform EngineeringFinOps
SourcesNGT DataOps service offering drafts (Sep–Oct 2026)NGT DataOps & Data Platform Ops service catalogue (Sep 2026)NGT DataOps one-page offering and operating model (Sep 2026)NGT AI-First DevOps Transformation service offering (Oct 2026)NGT Google Cloud service offering v0.1