DotConn Technology
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Resources

Case studies, insights and capability guides.

See how we approach real kinds of problems across cloud, security, AI, operations and engineering teams.

Case studies

Example engagements.

Each scenario shows the challenge, our approach, the services involved and how success is measured.

Current estateGoogle CloudLANDING ZONEApp serversApp serversDatabasesDatabasesBatch jobsBatch jobsMigration wavesCutover · rollback ready

Cloud Native · Example engagement

Moving a SaaS platform to GKE without a big-bang cutover

B2B SaaS scale-up · 40 engineers · VM-based monolith

A growing SaaS product had outgrown hand-managed VMs. Releases were slow, scaling was manual and every change touched the whole application.

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PipelineCommitBuildSASTSCADeployRun logPolicy gatesTests passNo critical findingsApproved change

DevSecOps & Security · Example engagement

Shift-left security for a regulated fintech release pipeline

Payments company · audit-driven · manual security reviews

Security reviews happened at the end of each release, findings arrived late and audit evidence was rebuilt by hand every quarter.

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SourcesChunksVectorsLLMAIAnswer[1][2]Grounded · sources cited

AI Solutions · Example engagement

A grounded AI assistant for an operations team

Enterprise operations team · thousands of runbooks · strict access rules

Engineers lost time searching runbooks and wikis during incidents. A chat assistant had to answer only from approved sources and respect existing permissions.

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Employee lifecycleJoinerMoverLeaverAccessEmail & calendarSSO appsShared drivesAdmin rolesVPN

TechOps & FinOps · Example engagement

Zero-touch joiner, mover and leaver for a growing workforce

Fast-hiring services firm · Google Workspace · 60+ SaaS apps

Onboarding took days of tickets, role changes left old access in place and leavers kept SaaS accounts and paid seats for weeks.

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Monthly cloud spendRecommendationsRightsize nodesCommit discountIdle cleanupTag ownershipAnomaly alert

TechOps & FinOps · Example engagement

Bringing cloud spend under clear ownership

Multi-product company · AWS and GCP · shared Kubernetes clusters

The cloud bill grew every quarter, but nobody could say which product or team drove it, and savings efforts stalled after one clean-up.

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Service healthSLO targetError budget72% remainingOn-callp99 latency normalDisk 61%Runbook linked

Staff Augmentation · Example engagement

An embedded SRE pod for an always-on platform

Digital platform · small in-house team · growing on-call load

A lean engineering team was carrying on-call for a growing platform. Incidents interrupted roadmap work and alerting was noisy.

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Example engagement: an illustrative scenario showing how DotConn approaches this kind of work. Client details and figures are not shown.

Insights

Practical notes from the work.

Cloud Native · 5 min read

A migration plan that survives cutover day

Most migration risk is decided long before the weekend you move. Here is what to agree up front.

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DevSecOps & Security · 4 min read

Shift-left security without slowing delivery

Security checks earn their place when they arrive early, explain themselves and have an owner.

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AI Solutions · 5 min read

Production RAG: evaluate retrieval before the answer

When an AI assistant gets it wrong, the problem is usually what it was given to read.

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Capability guides

Go deeper on each capability.