Software Engineer Insights

Cloud news + analysis + trends. App building. Provisioning. Runtime. Data Analytics. Business Applications.

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LLMs vs reinforcement learning in coding

LLMs lack the accuracy and deterministic behavior of reinforcement learning while offering more generality, which makes them weak at problem solving in coding.

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Why frontend expertise is “more than just coding”

For Employers: hire front-end developers at the outset or hire performance and accessibility consultants later to fix issues, which can be harder and more expensive down the line.

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Validating updates at scale with replay traffic testing at Netflix

To validate updates made to its complex microservices architecture, Netflix leverages a technique called replay traffic testing before migrating production traffic to the updated service

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Datadog State of Application Security Report: top findings

Service risk grows by the number of 3rd party dependencies. Java, Node.js, and python services with 300+ 3rd party dependencies have at least one high or critical CVSS severity vulnerability

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Fleet management at Spotify with 7500 changes per week

Spotify moved from a squad-first, to a fleet-first mindset – a way of applying changes to an entire fleet of components at once

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How Lyft’s ML platform speeds ML development

Despite a 286% increase in total runs (execution of a data/ML task), and 424% increase in production runs, Lyft’s AWS-based ML platform LyftLearn cost 6% less in 2022 than in 2021

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Deep dive into data streaming landscape of 2023

Emerges as a software category by itself, with segmentation based on whether the data streaming product uses Apache Kafka or not, and degree of compatibility with it

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A framework to evaluate generative AI projects

A risk-demand framework to evaluate suitability for generative AI approaches, two “buckets” of new generative AI features in Vertex AI.

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Building a modern data strategy: Google whitepaper

How LinkedIn leveraged Apache Beam; how Spotify does product decisioning with sequential testing. Also updates for Clean Rooms, Amazon EMR, Digital Sovereignty Explorer

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Migration from Lambda to Kubernetes, and more

Azure Data Manager for Agriculture, AWS Data Exchange, AWS Database Migration Service, Azure VMWare updates, Amazon Neptune, Vertex AI generative AI tools

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Next in cloud-native: “Cloud-bound” applications

Flexera cloud report 2023, Florence Foundation model, CNCF whitepaper on edge native principles, Azure WAF guided investigation

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NPW Insights (Free): Week 4/4 for Software Engineer

AlloyDB goes global. Amazon Neptune, Kinesis and Timestream updates. SageMaker new feature. Azure VMWare Solution for government. Google Cloud Threat Detection and Response Team

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NPW Insights (Free): Week 3/4 for Software Engineer

Future of Wasm, Google-IDC data trends report, AWS Glue Crawler integration with Lake Formation, WAF for App Runner. Document AI Workbench updates. CloudNativeSecurityCon 2023 highlights

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NPW Insights (Free): Week 2/4 for Software Engineer

Confidential GKE Nodes on C2D VMs, new metrics in App Runner, Serverless for Hyperscale in Azure SQL

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NPW V2.0 for Software Engineer

Updates in Dataplex, AWS Lambda, Google Cloud Run, Azure Functions, Azure Application Gateway, Pub/Sub Lite