Our Blog
Insights, strategies, and updates from our team
Saving on GPUs with Preemptible Instances: A Playbook
Preemptible GPU instances let you cut cloud GPU spend by up to 90%—if you design workloads to handle interruptions with...
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Spot Fallback Patterns: Failover Without Downtime
Combine EC2 Spot savings with automated failover: mixed ASGs, queue-based fallback, state handling, monitoring, and cost checks.
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AI reports predicting impacts on SaaS stocks and benefits for Nvidia
Citrini Research warns an AI feedback loop could erode SaaS pricing power while Nvidia benefits.
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Spot Coverage Metrics Every Founder Should Monitor
Track utilization, interruption frequency, cost-savings potential, and coverage ratio to optimize spot instance use, cut cloud costs, and avoid downtime.
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Kubernetes Pod Strategies for Spot‑First Deployments
Run spot-first Kubernetes workloads using taints/tolerations, PDBs, node termination handlers, autoscaling, and diversified spot pools for cost and reliability.
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AWS Faces Service Outage Linked to AI Tool Update on Kiro
Coverage of AWS Kiro's AI coding updates and a reported outage, with industry reactions on code review risks.
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Designing Spot‑Friendly Data Pipelines: Checkpoints, Shards, Retries
Checkpoint, shard, and retry strategies to make data pipelines resilient on spot instances while maximizing cloud cost savings.
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Autoscaling on Bare‑Metal: Cost‑Aware Strategies
Match bare-metal capacity to demand with SLO-driven, predictive autoscaling to cut infrastructure costs while preserving performance.
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Rolling Back a Bare‑Metal Migration: Exit Strategies That Work
When a bare‑metal migration underperforms, use clear rollback triggers, phased data sync, automation, and cost analysis to minimize downtime and...
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Bare‑Metal Security: Meeting SOC2 Without a Full Security Team
Automate SOC 2 compliance on bare-metal using Falco, OPA, Trivy and GitOps to collect auditor-ready evidence without a full security...
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Colocation vs Cloud: Negotiation Tactics for Startups
Compare colocation vs cloud for startups: costs, scalability, AI/GPU needs, and negotiation tactics to cut fees, lock pricing, and avoid...
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Migrating Stateful Databases to Bare Metal: A Practical Guide
Plan and execute stateful database migrations to bare metal to cut cloud costs, boost IOPS and reduce latency, with architecture...
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