Best Practices | Vibgrate

Industry best practices for software development and AI integration.

AWS Well-Architected Framework

A set of cloud design principles and check-lists for building secure, high-performing, resilient, and efficient workloads on AWS.

cloud-architectureresiliencecost-optimization

Azure Well-Architected Framework

Microsoft’s five-pillar guidance (reliability, security, cost, performance, ops) for designing and operating workloads on Azure.

cloud-architectureperformance-efficiencygovernance

Blue-Green Deployment Strategy

Operating two identical production environments to achieve zero-downtime releases and quick rollbacks.

deployment-strategyzero-downtimerollback

CALMS DevOps Principles

Framework emphasising Culture, Automation, Lean, Measurement, and Sharing as pillars of DevOps success.

devopsculturecontinuous-improvement

Canary Releases Best Practice Guide

Progressively rolling out new software to a small subset of users to minimise risk before full release.

deployment-strategyprogressive-deliveryrisk-mitigation

Chaos Engineering Principles

Run controlled experiments to build confidence in system resilience under turbulent conditions.

resilience-testingsrefailure-mode

CNCF Cloud-Native Definition & Principles

The CNCF’s formal definition of cloud-native computing and core principles for micro-services, containers, and dynamic orchestration.

cloud-nativemicroservicescontainers

CNCF Cloud-Native Security Whitepaper

Guidance on building, shipping, and running secure cloud-native applications.

cloud-nativesecuritycontainers

Container Image Hardening Guide

Steps to build minimal, non-root, signed container images with SBOMs.

containerssecurityhardening

Continuous Modernization Playbook

Iterative roadmap for refactoring, re-platforming, and replacing legacy systems using automation and AI.

legacy-migrationai-assistedproject-management

Contract-Driven Development with Pact

Consumer-driven contract testing methodology to ensure micro-service compatibility.

testingmicroservicescontracts

Conventional Commits Spec

Machine-readable Git commit messages enabling automated changelogs and semantic releases.

gitrelease-automationsemver

CycloneDX SBOM Specification

Lightweight Bill-of-Materials standard for software components, vulnerabilities, and licenses.

sbomsoftware-compositionsecurity

Data Mesh Principles

Domain-oriented, self-serve data infrastructure principles promoting product thinking for data.

data-architecturedistributed-ownershipanalytics

dbt Style Guide

Community conventions for naming, structuring, and documenting dbt transformation projects.

analytics-engineeringsql-modellingdataops

DORA Four Key Metrics

Research-backed metrics (deployment frequency, lead time, MTTR, change failure rate) for high-performing software teams.

devopsperformance-metricssoftware-delivery

EU AI Act (Political Agreement)

First comprehensive regulatory framework for trustworthy AI in the European Union.

regulationai-governancecompliance

Feature Flag Best Practices

Operational guidelines for creating, managing, and retiring feature toggles safely.

feature-flagsrelease-managementprogressive-delivery

FinOps Cloud Cost Best Practices

Shared responsibility model for cloud spend: Inform, Optimize, Operate phases.

cloud-costgovernanceoptimization

GitOps Principles v1

Declarative, verifiable and automated operations — using Git as the single source of truth for infra and apps.

gitopscontinuous-deliverykubernetes

Google API Design Guide

Opinionated REST and gRPC design rules: resource-oriented URIs, plural nouns, pagination, errors.

api-designrestgrpc

Google Cloud Architecture Framework

Prescriptive guidance covering reliability, cost, performance, security, and operational excellence for GCP workloads.

cloud-architecturegcpdesign-principles

Google Responsible AI Principles

Seven commitments guiding the ethical development and deployment of AI at Google.

ai-ethicsresponsible-aipolicy

Google Site Reliability Engineering Practices

Codified principles (error budgets, toil elimination, SLIs/SLOs) for operating large-scale services reliably.

srereliability-engineeringservice-level-objectives

Google Web Vitals

Core performance metrics (LCP, FID, CLS, INP) for measuring real-world user experience.

web-performanceuser-experiencefrontend

Helm Chart Best Practices

Recommendations for structure, naming, versioning, and values of Helm charts.

kubernetespackage-managementhelm

IBM Garage Methodology

End-to-end practices merging agile, DevOps, and design thinking for cloud transformation.

digital-transformationagilecloud-native

Infrastructure-as-Code Security Playbook

Best practices for securing Terraform, CloudFormation, and ARM templates in CI/CD pipelines.

infrastructure-as-codesecuritydevsecops

ISO/IEC 27001:2022 Annex A Controls

Industry baseline for information-security policies and management controls.

information-securitycontrolscompliance

Kubernetes Pod Security Standards

Baseline, restricted, and privileged policy levels for securing pod workloads.

kubernetes-securitypolicycontainers

Microsoft Responsible AI Standard v2

Company-wide governance framework translating principles into measurable requirements.

ai-governancepolicyethics

Microsoft REST API Guidelines

Cross-company REST consistency rules (nouns, verbs, versioning, errors).

api-designrestversioning

NIST AI Risk Management Framework 1.0

Guidelines to integrate trustworthiness considerations into the design, development, and deployment of AI systems.

ai-governancerisk-managementresponsible-ai

NIST Secure Software Development Framework (SSDF)

Guidelines for secure software development practices across the SDLC (SP 800-218).

secure-sdlcfederal-guidancesoftware-security

OpenAI Safety & Alignment Best Practices

Mitigation strategies (RLHF, red-teaming, tiered access) for large language model deployment.

ai-safetyalignmentllm

OpenTelemetry Instrumentation Guidelines

Best practices for generating consistent traces, metrics, and logs using OpenTelemetry.

observabilitytracingmetrics

OWASP Top 10 (2023)

The ten most critical web application security risks; updated community consensus.

application-securitysecure-codingrisk-management

Privacy by Design 7 Principles

Framework embedding privacy into systems engineering from the outset.

privacydesign-principlesgdpr

Production-Ready Micro-services Checklist

A checklist covering operability, reliability, deployability, and observability of micro-services.

microservicesoperabilityarchitecture

RED & USE Monitoring Methodologies

Standard approaches for selecting golden signals (Rate-Errors-Duration / Utilisation-Saturation-Errors).

monitoringobservabilitymetrics

SAFe Continuous Delivery Pipeline

Scaled Agile Framework’s model for continuous exploration, integration, deployment, and release on demand.

scaled-agileci-cdvalue-stream

Semantic Versioning 2.0.0

Consistent MAJOR.MINOR.PATCH versioning rules for APIs and packages.

versioningpackage-managementrelease-management

Shift-Left Testing Manifesto

Encourages earlier testing (unit, security, performance) in the SDLC to catch defects sooner.

testing-strategyquality-assurancedevops

Strangler Fig Modernization Pattern

Incrementally replacing legacy systems by routing new functionality to a new service while ‘strangling’ the old.

modernizationlegacy-migrationincremental-refactor

Stripe API Versioning Policy

Backwards-compatible evolution strategy and pinned versions for API consumers.

api-versioningproduct-managementsaas

Supply-chain Levels for Software Artifacts (SLSA)

End-to-end integrity guarantees for software supply-chain; defines levels 1-4.

supply-chain-securitysbomdevsecops

Terraform Module Design Patterns

Guidelines for writing reusable, versioned, and documented Terraform modules.

iacterraformmodule-best-practices

Trunk-Based Development Guidelines

Branching strategy promoting short-lived branches, frequent commits to trunk, and feature flags.

ci-cdbranching-strategydevops

Twelve-Factor App Methodology

Twelve practical guidelines for building modern, portable, cloud-ready web applications.

application-architecturestatelessdevops

Zero Trust Architecture Principles (NIST SP 800-207)

Conceptual zero-trust model: continuous verification, least privilege, assume breach.

zero-trustnetwork-securityarchitecture