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@alok00k shared a post, 1ย month, 3ย weeks ago

Integration Testing: The Bridge Between Unit Tests and Real-World Software Reliability

#Testingย  #integra...ย  #sdlcย  #keployย  #automat...ย 

Integration testing verifies that different parts of an applicationโ€”such as APIs, databases, and servicesโ€”work correctly together. It helps catch real-world issues that unit tests miss, like broken data flow or failed service communication. Essential for modern apps, especially microservices, it improves reliability, reduces production bugs, and should be automated in CI/CD pipelines.

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@sancharini shared a post, 1ย month, 3ย weeks ago

How Software Development Tools Influence Code Quality Over Time?

Learn how software development tools shape code quality over time by enforcing standards, automating testing, and improving developer workflows. Discover key factors that impact long-term software reliability.

Software Development Tools in 2026
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@koukibadr shared a link, 1ย month, 3ย weeks ago
Mobile Developer, Nventive

Code Templating

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@laura_garcia shared a post, 1ย month, 3ย weeks ago
Software Developer, RELIANOID

๐—›๐—ถ๐—ด๐—ต ๐—”๐˜ƒ๐—ฎ๐—ถ๐—น๐—ฎ๐—ฏ๐—ถ๐—น๐—ถ๐˜๐˜† ๐—ฎ๐—น๐—ผ๐—ป๐—ฒ ๐˜„๐—ผ๐—ปโ€™๐˜ ๐˜€๐—ฎ๐˜ƒ๐—ฒ ๐˜†๐—ผ๐˜‚.

๐Ÿšจ ๐—›๐—ถ๐—ด๐—ต ๐—”๐˜ƒ๐—ฎ๐—ถ๐—น๐—ฎ๐—ฏ๐—ถ๐—น๐—ถ๐˜๐˜† ๐—ฎ๐—น๐—ผ๐—ป๐—ฒ ๐˜„๐—ผ๐—ปโ€™๐˜ ๐˜€๐—ฎ๐˜ƒ๐—ฒ ๐˜†๐—ผ๐˜‚.

HA handles failures like node crashes or AZ outages.

But what about:

โŒ Ransomware

โŒ Region-wide outages

โŒ Human error

๐Ÿ‘‰ Thatโ€™s ๐——๐—ถ๐˜€๐—ฎ๐˜€๐˜๐—ฒ๐—ฟ ๐—ฅ๐—ฒ๐—ฐ๐—ผ๐˜ƒ๐—ฒ๐—ฟ๐˜† (๐——๐—ฅ) territory.

Real-world proof:

GitLab โ†’ redundancy โ‰  recovery

Maersk โ†’ one offline backup saved everything

Code Spaces โ†’ no DR = shutdown

๐ŸŽฏ ๐—›๐—” = ๐—ธ๐—ฒ๐—ฒ๐—ฝ ๐—ฟ๐˜‚๐—ป๐—ป๐—ถ๐—ป๐—ด

๐ŸŽฏ ๐——๐—ฅ = ๐—ฐ๐—ผ๐—บ๐—ฒ ๐—ฏ๐—ฎ๐—ฐ๐—ธ ๐—ณ๐—ฟ๐—ผ๐—บ ๐—ณ๐—ฎ๐—ถ๐—น๐˜‚๐—ฟ๐—ฒ

At RELIANOID, we design both:

โœ”๏ธ HA with clustering & failover

โœ”๏ธ DR with multi-region + immutable backups

Because uptime is goodโ€”but ๐—ฟ๐—ฒ๐˜€๐—ถ๐—น๐—ถ๐—ฒ๐—ป๐—ฐ๐—ฒ ๐—ถ๐˜€ ๐—ฏ๐—ฒ๐˜๐˜๐—ฒ๐—ฟ.

#HighAvailability #DisasterRecovery #Resilience #Cloud #DevOps #RELIANOID

https://www.relianoid.com/blog/beyond-high-availability-why-disaster-recovery-matters-and-how-relianoid-delivers/

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@varbear shared a link, 1ย month, 3ย weeks ago
FAUN.dev()

Why are top university websites serving p0rn? It comes down to shoddy housekeeping.

Researcher Alex Shakhov found scammers commandeering staleCNAMErecords. They hijack university subdomains (eg.berkeley.edu,columbia.edu,washu.edu) and serve p0rn and scam pages. Shakhov found hundreds of abused subdomains across at least34universities. He counted thousands of hijacked pages indexed .. read more ย 

Why are top university websites serving p0rn? It comes down to shoddy housekeeping.
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@varbear shared a link, 1ย month, 3ย weeks ago
FAUN.dev()

The AWS Lambda 'Kiss of Death'

A Galera writer node froze afterInnoDBundo history ballooned. PooledAWS Lambdaconnections left transactions open and pinned MVCC read views. The team killed stalled sessions, enabledinnodb_undo_log_truncate, and cappedinnodb_max_undo_log_size. They also set sessiontransaction_isolation=READ-COMMITTE.. read more ย 

The AWS Lambda 'Kiss of Death'
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@varbear shared a link, 1ย month, 3ย weeks ago
FAUN.dev()

How The Heck Does Shazam Work? (An Interactive Exploration)

A phone captures audio and runs aFast Fourier Transform (FFT)on short windows. It builds aspectrogramand extractspeaks. Nearby peak pairs form compacthashes(two frequencies + time delta). Aninverted indexmaps those hashes to songs, and timing validates matches. Most services run lookups onserversaga.. read more ย 

How The Heck Does Shazam Work? (An Interactive Exploration)
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@varbear shared a link, 1ย month, 3ย weeks ago
FAUN.dev()

I Decompiled the White House's New App

A React Native app built withExpo SDK 54runsHermes. It talks to a WordPress REST backend and bundles a 5.5MB Hermes bytecode.Its WebView injects JavaScript to strip cookies, GDPR prompts, and paywall dialogs. The build includes OneSignal's fused-location pipeline, polling at 4.5 and 9.5 minutes and.. read more ย 

I Decompiled the White House's New App
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@varbear shared a link, 1ย month, 3ย weeks ago
FAUN.dev()

PostgreSQL MVCC, Byte by Byte

PostgreSQL's MVCC stores two 32-bit XIDs per tuple -xminandxmax. The transaction snapshot decides visibility per tuple. Updates append new tuples and mark the old withxmax.VACUUMreclaims versions only when no active snapshot can see them. Long-runningREPEATABLE READsnapshots pin versions and cause b.. read more ย 

PostgreSQL MVCC, Byte by Byte
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@kaptain shared a link, 1ย month, 3ย weeks ago
FAUN.dev()

From public static void main to Golden Kubestronaut: The Art of unlearning

The author left JVM monolith ops forKubernetes. They stacked certs:CKA,CKAD,CKS,KCNA,KCSA,CNCF Golden Kubestronaut. They treatPodsas the atomic deployable. They pick fights:IngressvsNodePort. They warn aboutConfigMapdrift. They spotlight runtime primitives:Horizontal Pod Autoscalerandservice meshfor.. read more ย 

From public static void main to Golden Kubestronaut: The Art of unlearning
ForgeMT is an open-source, production-grade platform designed to solve the complexity of running GitHub Actions runners at scale. Instead of teams managing their own fragile and duplicated CI runner setups, ForgeMT centralizes orchestration into a single, multi-tenant system built for scalability, security, and cost efficiency.

The platform provisions ephemeral runners on both EC2 and Kubernetes (EKS) using Terraform and Terragrunt, ensuring workloads scale up instantly and tear down to zero when idle, reducing costs. It enforces strong tenant isolation with AWS IAM, OIDC integration, and network segmentation, giving each team a secure boundary without requiring separate infrastructure.

ForgeMT integrates seamlessly with GitHub via a GitHub App and webhook events, automatically spinning up the right type of runner when jobs start. It supports advanced autoscaling strategies with Karpenter, spot instance optimization, and observability through centralized logging and monitoring.

By removing operational overhead, ForgeMT helps organizations accelerate delivery, cut cloud costs, and meet security requirements โ€” all while giving developers fast, ephemeral CI runners that just work.