Operations | Monitoring | ITSM | DevOps | Cloud

Bridging the AI context gap: Why your IDE needs a platform contract

Hosting an MCP (Model Context Protocol) server on Upsun lets AI IDEs like Cursor, Codex, Claude Code and Windsurf reach real infrastructure context (database schemas, service logs, environment variables), closing the gap between local coding assistants and your cloud environment.

Shipped: Your Snowflake Data Share queries just got faster and cheaper

If you pull cost data from a CloudZero Snowflake Data Share, a request for just a few days of data could be surprisingly slow and expensive. Because of how the data was stored, Snowflake had to read far more than the days you asked for. You paid for that in query time and credits.

Langflow Observability with OpenTelemetry and SigNoz

Learn how to implement end to end monitoring and observability for Langflow using OpenTelemetry and SigNoz. In this video, we walk through instrumenting Langflow workflows, collecting traces, metrics, and logs, and visualizing everything in SigNoz to gain real time visibility into flow execution, LLM requests, tool calls, token usage, latency, failures, and performance bottlenecks. Langflow ships with built in OpenTelemetry support, making it easy to export telemetry to SigNoz with minimal configuration.

5 Best Video Caption Generation APIs for Developers

Adding captions to video at scale is a lot harder than it looks. The best video caption generation APIs have to handle accent diversity, timestamp drift, multilingual rendering, and real-time processing all at once, and most developers don't realize how challenging that gets until something breaks in production. After reviewing the leading platforms in this space, one thing became clear: the gap between a generic transcription tool and a purpose-built captioning API is huge. This guide covers five of the strongest options available right now, comparing their technical depth, pricing, and real-world fit.

The Impact of 6G on the Future of VoIP

Communication technology has evolved dramatically over the last few decades. From traditional landline systems to internet-based calling, every generation of networks has changed the way people connect. Today, millions of businesses and individuals rely on VoIP for: However, the future of VoIP will not stop with current internet technologies. The arrival of 6G networks is expected to introduce a new era of communication where voice services become faster, smarter, and more immersive.

How Business Process Workflow Automation Reduces Human Errors

Human error is one of the most expensive problems businesses deal with every single day. From data entry mistakes and missed approvals to incorrect invoices and compliance oversights, the cost of getting things wrong adds up fast. The good news is that business process workflow automation is changing how organizations manage their operations, and reducing human error is one of the most compelling reasons to adopt it. When repetitive, rule based tasks are handed off to automated systems, the margin for error shrinks dramatically and the quality of output improves across the board.

How Return Fraud Detection Misses the Products Inside the Box

Many return fraud detection workflows stop at the process layer. They confirm that a label was scanned, an RMA number matches an order, and a package falls within an accepted weight range. None of those checks confirms what is inside the box. A returned item can clear every check and still differ from the product that shipped. It may be a swapped SKU, a downgraded substitute, or a counterfeit. For teams processing returns at scale, this fraud pattern can pass unnoticed because the tooling verifies a transaction rather than inspecting a physical object.

Top 5 UK Accountancy Firms for Growing Businesses in 2026

Managing your company's finances often feels like a bit of a nightmare, and this can get even worse when your company's growing. Between payroll, taxes, and every other area to stay on top of, it's easy to see why this could be overwhelming. That's why some of the UK's top accountancy firms for growing businesses are so popular. They take all of the time, effort, and stress out of the equation for you.

SAP Cloud ERP in 2026: What's Included, What Isn't, and What It Means for Your Migration

Since our firm first published the Cloud ERP (then it was “RISE”) F.A.Q., a lot has changed with SAP, the market, and adoption trends. It’s worth a revisit: how Cloud ERP is packaged and sold by SAP has changed significantly, as has our guidance for customers adopting the solution. Perhaps the most notable change is the maturity of the Cloud ERP Private and Public solutions.