Under 1% of 21.1 billion IoT connections run true edge AI. Where AI pays back in IoT apps, and what the EU CRA deadline on 11 September 2026 changes.
21.1 billion IoT devices are connected and 77% of supply chain leaders plan to adopt sensors. Here's what actually pays back, and what changed in 2026.
India has 5.73 crore smart meters installed against 20.33 crore sanctioned, plus 137.7 million M2M connections. The IoT opportunity is the app layer.
Google reports 75% of its new code as AI-generated, and GenAI phones are forecast at 45% of 2026 shipments. What the evidence actually supports.
A US in-house developer costs about $194,500 fully loaded. Dedicated senior developers in Asia run $31-41/hour. How to choose between the two models.
81% of financial firms use AI; only 14% call it transformational. Where AI in finance actually pays back in 2026, and what the EU's deadline shift changed.
India's e-retail GMV hit $65-66 billion in 2025 and UPI cleared 241 billion transactions in FY26. Here's what actually made apps the default storefront.
Global app spending hit $167 billion in 2025 and apps convert up to 1.8x better than mobile web. Here's how to calculate real ROI before you build one.
DevOps services in India pair lower costs with a large cloud-certified talent pool and near round-the-clock coverage — here's what to verify first.
Data engineering builds and cleans data pipelines; data science analyzes that data to find patterns. Here's how the roles differ and which to hire first.
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