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portfolio/migration-validation-framework

Migration Validation Framework

A comprehensive Python CLI tool for validating system migrations through data collection, snapshot comparison, and automated reporting. Designed for enterprise migration workflows where system consistency and data integrity are critical.

Overview

The Migration Validation Framework provides a systematic approach to validating system migrations by:

  • Collecting comprehensive system data before and after migration
  • Generating structured JSON snapshots for comparison
  • Performing intelligent diff analysis between snapshots
  • Generating detailed HTML reports with change visualization
  • Providing CLI interface for integration into migration pipelines

Architecture

┌─────────────────┐    ┌─────────────────┐    ┌─────────────────┐
│   CLI Interface │    │   Data          │    │   Validation    │
│   (cli.py)      │◄──►│   Collectors    │◄──►│   Engine         │
│                 │    │                 │    │                 │
│ - Command       │    │ - mounts.py     │    │ - compare.py    │
│   parsing       │    │ - services.py   │    │ - diff.py       │
│ - Workflow      │    │ - disk_usage.py │    │ - validate.py   │
│   orchestration │    │ - network.py    │    │                 │
└─────────────────┘    └─────────────────┘    └─────────────────┘
         │                       │                       │
         ▼                       ▼                       ▼
┌─────────────────┐    ┌─────────────────┐    ┌─────────────────┐
│   JSON          │    │   Comparison    │    │   HTML          │
│   Snapshots     │    │   Results       │    │   Reports       │
│                 │    │                 │    │                 │
│ - Pre-migration │    │ - Differences   │    │ - Summary       │
│ - Post-migration│    │ - Risk levels   │    │ - Details       │
│ - Metadata      │    │ - Validation    │    │ - Charts        │
└─────────────────┘    └─────────────────┘    └─────────────────┘

Quick Start

Prerequisites

  • Python 3.8+
  • SSH access to target systems
  • Appropriate permissions for data collection

Installation

cd migration-validation-framework
pip install -r requirements.txt

Basic Usage

# Create pre-migration snapshot
python cli.py snapshot --env production --label pre-migration --systems web01,db01

# Perform migration...

# Create post-migration snapshot
python cli.py snapshot --env production --label post-migration --systems web01,db01

# Compare snapshots
python cli.py compare pre-migration post-migration --output comparison_001

# Generate HTML report
python cli.py report --comparison comparison_001 --format html --output migration_report.html

Project Structure

migration-validation-framework/
├── cli.py                 # Main CLI interface
├── collectors/           # Data collection modules
│   ├── mounts.py        # Filesystem mount collection
│   ├── services.py      # System services collection
│   ├── disk_usage.py    # Disk usage statistics
│   ├── network.py       # Network configuration
│   └── processes.py     # Running processes
├── validators/          # Validation and comparison logic
│   ├── compare.py       # Snapshot comparison engine
│   ├── diff.py          # Difference calculation
│   └── validate.py      # Validation rules
├── reports/             # Report generation
│   ├── html_report.py   # HTML report generator
│   ├── json_report.py   # JSON report generator
│   └── summary.py       # Summary calculations
├── config/              # Configuration files
│   ├── collectors.yaml  # Collector configurations
│   └── validators.yaml  # Validation rules
├── tests/               # Unit and integration tests
├── logs/                # Application logs
└── snapshots/           # Stored snapshots

Data Collectors

Mounts Collector (collectors/mounts.py)

Collects filesystem mount information including:

  • Mount points and devices
  • Filesystem types
  • Mount options
  • Capacity and usage statistics

Services Collector (collectors/services.py)

Gathers system service status:

  • Running services
  • Service states (active, inactive, failed)
  • Startup configuration
  • Dependencies

Disk Usage Collector (collectors/disk_usage.py)

Analyzes disk space utilization:

  • Directory size statistics
  • File system usage
  • Inode usage
  • Largest files and directories

Network Collector (collectors/network.py)

Captures network configuration:

  • Interface configurations
  • Routing tables
  • DNS settings
  • Firewall rules

Processes Collector (collectors/processes.py)

Documents running processes:

  • Process lists with PIDs
  • Memory and CPU usage
  • Process owners
  • Command lines

Validation Engine

Comparison Logic (validators/compare.py)

Performs intelligent comparison of snapshots:

  • Structural differences detection
  • Semantic change analysis
  • Risk level assessment
  • Change categorization

Difference Calculator (validators/diff.py)

Calculates detailed differences:

  • Added/removed/modified items
  • Quantitative changes
  • Configuration drift detection
  • Anomaly identification

Validation Rules (validators/validate.py)

Applies validation rules:

  • Critical change detection
  • Compliance checking
  • Threshold validation
  • Custom rule engine

Reporting

HTML Reports (reports/html_report.py)

Generates comprehensive HTML reports featuring:

  • Executive summary dashboard
  • Detailed change logs
  • Risk assessment visualizations
  • Interactive charts and graphs
  • Export capabilities

JSON Reports (reports/json_report.py)

Provides structured JSON output for:

  • API integration
  • Automated processing
  • Audit trails
  • Compliance reporting

CLI Interface

Commands

# Snapshot management
python cli.py snapshot --env <env> --label <label> [--systems <hosts>]
python cli.py list-snapshots [--env <env>]
python cli.py delete-snapshot <snapshot-id>

# Comparison operations
python cli.py compare <snapshot1> <snapshot2> [--output <comparison-id>]
python cli.py list-comparisons
python cli.py show-comparison <comparison-id>

# Reporting
python cli.py report --comparison <comparison-id> --format <format> [--output <file>]
python cli.py export --comparison <comparison-id> --format <format>

# Configuration
python cli.py config --show
python cli.py config --set <key> <value>

Options

  • --env: Target environment (production, staging, development)
  • --systems: Comma-separated list of target systems
  • --parallel: Number of parallel collection threads
  • --timeout: Collection timeout in seconds
  • --verbose: Enable verbose output
  • --dry-run: Preview actions without execution

Configuration

Collector Configuration (config/collectors.yaml)

collectors:
  mounts:
    enabled: true
    timeout: 30
    exclude_patterns:
      - "/proc/*"
      - "/sys/*"

  services:
    enabled: true
    include_disabled: false
    service_manager: systemd

  disk_usage:
    enabled: true
    max_depth: 3
    exclude_paths:
      - "/tmp"
      - "/var/log"

Validation Rules (config/validators.yaml)

rules:
  critical_services:
    - sshd
    - systemd
    - network

  filesystem_thresholds:
    warning: 80
    critical: 95

  network_changes:
    allow_new_interfaces: false
    allow_route_changes: false

Examples

Complete Migration Validation Workflow

# 1. Pre-migration snapshot
python cli.py snapshot --env production --label "migration-pre-20241201" \
    --systems web01,web02,db01,lb01 --parallel 4

# 2. Execute migration process
# ... migration steps ...

# 3. Post-migration snapshot
python cli.py snapshot --env production --label "migration-post-20241201" \
    --systems web01,web02,db01,lb01 --parallel 4

# 4. Compare snapshots
python cli.py compare migration-pre-20241201 migration-post-20241201 \
    --output migration-dec2024

# 5. Generate reports
python cli.py report --comparison migration-dec2024 --format html \
    --output migration_validation_report.html

python cli.py report --comparison migration-dec2024 --format json \
    --output migration_validation_data.json

Automated Validation in CI/CD

#!/bin/bash
# CI/CD validation script

ENVIRONMENT=$1
SNAPSHOT_LABEL="ci-${BUILD_NUMBER}"

# Create snapshot
python cli.py snapshot --env $ENVIRONMENT --label $SNAPSHOT_LABEL

# Compare with baseline
python cli.py compare baseline-$ENVIRONMENT $SNAPSHOT_LABEL --output ci-$BUILD_NUMBER

# Generate report
python cli.py report --comparison ci-$BUILD_NUMBER --format html

# Check for critical changes
if python cli.py check-critical --comparison ci-$BUILD_NUMBER; then
    echo "Migration validation passed"
    exit 0
else
    echo "Critical changes detected - review required"
    exit 1
fi

Security Considerations

  • SSH key-based authentication only
  • Encrypted snapshot storage
  • Access control for sensitive data
  • Audit logging of all operations
  • Data sanitization and filtering

Performance Optimization

  • Parallel data collection
  • Incremental snapshots
  • Compressed storage
  • Memory-efficient processing
  • Timeout handling

Monitoring and Logging

  • Comprehensive logging to logs/validation.log
  • Performance metrics collection
  • Error tracking and alerting
  • Audit trail generation

Troubleshooting

Common Issues

Connection Failures:

# Check SSH connectivity
ssh -i ~/.ssh/id_rsa user@target-host

# Verify Python availability
python cli.py --test-connection --systems target-host

Collection Timeouts:

# Increase timeout
python cli.py snapshot --timeout 300 --systems slow-host

# Check system load
ssh user@target-host uptime

Permission Errors:

# Verify sudo access
ssh user@target-host sudo -l

# Check file permissions
ssh user@target-host ls -la /etc/

Development

Adding New Collectors

  1. Create collector module in collectors/
  2. Implement collection logic
  3. Add configuration schema
  4. Update CLI interface
  5. Add unit tests

Custom Validation Rules

  1. Define rules in config/validators.yaml
  2. Implement validation logic in validators/
  3. Update report generation
  4. Test with sample data

Contributing

  1. Follow existing code structure and naming conventions
  2. Add comprehensive tests for new functionality
  3. Update documentation for API changes
  4. Ensure backward compatibility

License

Enterprise Internal Use Only