Operations | Monitoring | ITSM | DevOps | Cloud

Learn why cloud cost optimization for engineers fails and how to fix it with developer-centric FinOps practices. See how Harness helps. Engineers often ignore cloud costs due to a lack of visibility, context, and ownership in their daily workflows. By shifting cost governance left and integrating real-time cost insights into CI/CD pipelines, teams build lasting cost accountability.

Several platforms now ship agents capable of investigating problems, proposing fixes, and deploying, with real permission models and sandboxing behind them. This is a genuine engineering achievement, not just a demo.

An LLM inference provider hosts open-weight models like Llama, DeepSeek, and Qwen behind a pay-per-token API, handling GPUs, scaling, and serving for you. The same Llama 3.3 70B model ranges from $0.10 to $1.04 per million input tokens depending on who serves it, so provider choice is a pricing decision. Top picks as of September 2026: Groq and Cerebras for speed, DeepInfra for price, Together and Fireworks for breadth, Baseten for custom models.

Build when the problem is narrow (one provider, one team, simple attribution) and the tooling is strategically yours to own. Buy when AI spend spans providers, arrives untagged, and needs unit costs finance will trust, because that build is a multi-quarter platform project with a permanent maintenance tail. Price both paths in engineer-years before deciding. CloudZero sells the “buy” side.

Perplexity pricing runs $0 for Free, $20 a month for Pro, and $200 a month for Max, with enterprise seats listed from $40 per user. Pro fits most people who search for work daily. Max exists for heavy automation. The prices are verified against Perplexity's live plans page as of September 2026. When Perplexity published a customer quote on its own pricing page, it chose an unusual one.

Two Upsun Cloud customers, two very different starting points. Easypara needed to stop losing revenue to outages. ROLLIN needed to stop losing time to manual compliance checks on regulated client work. Here's how each one solved it.

Discover how AWS Direct Connect flat-rate pricing makes cloud egress predictable and how Megaport enables high-volume data migration. AWS has announced flat-rate pricing for Direct Connect, bringing more predictable egress costs to eligible 10 Gbps and 100 Gbps Dedicated Connections. Here’s what the new egress pricing model means for bulk data migration, plus how Megaport helps you make the most of it with private connectivity to the storage and compute your workloads need.

Google Photos is part of Google’s product suite, but works differently from Google Drive, which focuses on storing your files and collaboration with others. So how does Google Photos work? Google Photos is dedicated to protecting your photos from accidental deletion or data loss by automatically uploading your photos to Google Photos, backing them up in the cloud, and making them accessible across all devices.

Less time coordinating, more flexibility to fit your schedule.