Deployment & Operations Guide
Production deployment, monitoring, and operational management for AltSportsLeagues.ai platform.
π Deployment Architecture
Cloud Infrastructure Overview
AltSportsLeagues.ai runs on Google Cloud Platform with a microservices architecture:
Infrastructure as Code
All infrastructure is managed through Terraform and deployed via Cloud Build:
# Core infrastructure module
module "altsportsleagues" {
source = "./modules/core"
project_id = var.project_id
region = var.region
# GKE cluster for containerized services
gke_config = {
name = "altsportsleagues-cluster"
node_count = 3
machine_type = "n1-standard-4"
auto_scaling = true
}
# Cloud Run for serverless APIs
cloud_run_services = [
{
name = "api-gateway"
image = "gcr.io/${var.project_id}/api-gateway:latest"
concurrency = 80
memory = "1Gi"
},
{
name = "pipeline-orchestrator"
image = "gcr.io/${var.project_id}/pipeline-orchestrator:latest"
concurrency = 50
memory = "2Gi"
}
]
# Firestore databases
firestore_databases = [
{
name = "production-db"
location = "nam5"
type = "FIRESTORE_NATIVE"
}
]
# Security configurations
security = {
enable_vpc_sc = true
enable_shielded_vm = true
enable_binary_auth = true
}
}π¦ Deployment Process
CI/CD Pipeline
Automated deployment using Cloud Build with GitHub integration:
# cloudbuild.yaml - Main deployment pipeline
steps:
# Build and test
- name: 'gcr.io/cloud-builders/docker'
args: ['build', '-t', 'gcr.io/$PROJECT_ID/altsportsleagues-api:$COMMIT_SHA', '.']
dir: 'apps/backend'
- name: 'gcr.io/cloud-builders/docker'
args: ['run', '--rm', 'gcr.io/$PROJECT_ID/altsportsleagues-api:$COMMIT_SHA', 'npm', 'test']
dir: 'apps/backend'
# Security scanning
- name: 'gcr.io/cloud-builders/docker'
args: ['run', '--rm', 'gcr.io/$PROJECT_ID/altsportsleagues-api:$COMMIT_SHA', 'npm', 'audit']
dir: 'apps/backend'
# Deploy to staging
- name: 'gcr.io/google-appengine/exec-wrapper'
args: ['-c', 'gcloud app deploy --no-promote --version staging-$COMMIT_SHA']
dir: 'apps/backend'
# Integration tests on staging
- name: 'gcr.io/cloud-builders/curl'
args: ['-f', 'https://staging-$COMMIT_SHA-dot-$PROJECT_ID.appspot.com/health']
# Deploy to production
- name: 'gcr.io/google-appengine/exec-wrapper'
args: ['-c', 'gcloud app deploy --promote --version production-$COMMIT_SHA']
dir: 'apps/backend'
# Only deploy to production on main branch
branch: ^main$Blue-Green Deployment Strategy
Zero-downtime deployments with instant rollback capability:
interface BlueGreenDeployment {
// Environment management
environments: {
blue: EnvironmentConfig;
green: EnvironmentConfig;
};
// Traffic management
traffic: {
blue_weight: number; // 0-100
green_weight: number; // 0-100
};
// Health monitoring
health_checks: {
blue_healthy: boolean;
green_healthy: boolean;
traffic_distribution: TrafficDistribution;
};
}
class BlueGreenDeployer {
async deployNewVersion(newVersion: DeploymentVersion): Promise<DeploymentResult> {
// 1. Deploy to green environment
await this.deployToEnvironment('green', newVersion);
// 2. Run health checks on green
const greenHealth = await this.runHealthChecks('green');
if (!greenHealth.healthy) {
throw new Error('Green environment health checks failed');
}
// 3. Gradually shift traffic to green
await this.gradualTrafficShift('blue', 'green', 10); // 10% increments
// 4. Monitor performance during transition
const transitionMetrics = await this.monitorTrafficTransition();
if (!transitionMetrics.acceptable) {
// Rollback if issues detected
await this.immediateRollback('green', 'blue');
throw new Error('Traffic transition failed, rollback initiated');
}
// 5. Complete transition
await this.completeTrafficShift('green');
// 6. Keep blue as rollback environment
await this.markAsRollbackEnvironment('blue');
return {
success: true,
active_environment: 'green',
rollback_available: true,
deployment_time: Date.now() - newVersion.timestamp,
traffic_distribution: { green: 100, blue: 0 }
};
}
private async gradualTrafficShift(from: string, to: string, increment: number) {
for (let weight = increment; weight <= 100; weight += increment) {
await this.setTrafficWeights({
[from]: 100 - weight,
[to]: weight
});
// Monitor for 2 minutes at each weight
await this.monitorTrafficWeight(weight, 120000);
// Check error rates and latency
const metrics = await this.getTrafficMetrics();
if (metrics.error_rate > 0.05 || metrics.p95_latency > 2000) {
throw new Error(`Traffic quality degraded at ${weight}% weight`);
}
}
}
}Environment Management
Multi-environment deployment strategy:
interface EnvironmentConfig {
// Environment identification
name: 'development' | 'staging' | 'production';
domain: string;
// Resource allocation
resources: {
cpu: string;
memory: string;
storage: string;
replicas: number;
};
// Feature flags
feature_flags: Record<string, boolean>;
// Configuration overrides
config_overrides: Record<string, any>;
// Monitoring and alerting
monitoring: {
alert_channels: string[];
log_level: 'debug' | 'info' | 'warn' | 'error';
metrics_retention: number;
};
}
class EnvironmentManager {
async promoteVersion(
version: string,
fromEnv: string,
toEnv: string
): Promise<PromotionResult> {
// Validate version compatibility
const compatibility = await this.checkVersionCompatibility(version, toEnv);
if (!compatibility.compatible) {
throw new Error(`Version ${version} incompatible with ${toEnv}: ${compatibility.issues.join(', ')}`);
}
// Create deployment plan
const deploymentPlan = await this.createDeploymentPlan(version, toEnv);
// Execute pre-deployment checks
await this.runPreDeploymentChecks(deploymentPlan);
// Execute deployment
const deployment = await this.executeDeployment(deploymentPlan);
// Run post-deployment tests
const tests = await this.runPostDeploymentTests(deployment);
// Update environment metadata
await this.updateEnvironmentMetadata(toEnv, version, deployment);
return {
success: tests.passed,
version: version,
environment: toEnv,
deployment_id: deployment.id,
tests_passed: tests.passed,
test_results: tests.results,
rollback_available: true
};
}
}π Monitoring & Observability
Application Performance Monitoring
Comprehensive APM with distributed tracing:
interface ApplicationMonitoring {
// Performance metrics
performance: {
response_time: Histogram;
throughput: Counter;
error_rate: Gauge;
cpu_usage: Gauge;
memory_usage: Gauge;
};
// Business metrics
business: {
api_calls: Counter;
pipeline_executions: Counter;
contract_generations: Counter;
revenue_processed: Counter;
};
// Distributed tracing
tracing: {
request_tracing: boolean;
service_dependencies: ServiceMap;
error_propagation: ErrorTracking;
};
// Custom dashboards
dashboards: {
system_health: DashboardConfig;
business_metrics: DashboardConfig;
performance_analysis: DashboardConfig;
};
}
class MonitoringManager {
async setupComprehensiveMonitoring(serviceName: string): Promise<MonitoringConfig> {
// Application performance monitoring
const apm = await this.setupAPMMonitoring(serviceName);
// Infrastructure monitoring
const infrastructure = await this.setupInfrastructureMonitoring(serviceName);
// Business metrics
const business = await this.setupBusinessMetrics(serviceName);
// Alerting rules
const alerting = await this.setupAlertingRules(serviceName);
// Dashboards
const dashboards = await this.createMonitoringDashboards(serviceName);
return {
service_name: serviceName,
apm_config: apm,
infrastructure_config: infrastructure,
business_metrics: business,
alerting_rules: alerting,
dashboards: dashboards,
monitoring_active: true,
last_updated: new Date()
};
}
}Real-Time Alerting System
Intelligent alerting with automated remediation:
interface AlertingSystem {
// Alert rules
rules: {
performance_alerts: AlertRule[];
security_alerts: AlertRule[];
business_alerts: AlertRule[];
infrastructure_alerts: AlertRule[];
};
// Escalation policies
escalation: {
immediate_response: EscalationPolicy;
delayed_response: EscalationPolicy;
business_hours_only: EscalationPolicy;
};
// Automated remediation
remediation: {
auto_restart: AutoRemediation;
auto_scale: AutoRemediation;
traffic_shift: AutoRemediation;
};
// Alert channels
channels: {
email: NotificationChannel;
slack: NotificationChannel;
sms: NotificationChannel;
pager_duty: NotificationChannel;
};
}
class IntelligentAlertManager {
async processAlert(alert: SystemAlert): Promise<AlertResponse> {
// Classify alert severity
const severity = await this.classifyAlertSeverity(alert);
// Determine response strategy
const strategy = await this.determineResponseStrategy(alert, severity);
// Execute immediate actions
const immediateActions = await this.executeImmediateActions(strategy);
// Escalate if necessary
const escalation = await this.handleEscalation(alert, severity, strategy);
// Attempt automated remediation
const remediation = await this.attemptAutomatedRemediation(alert, strategy);
// Log alert response
await this.logAlertResponse(alert, {
severity,
strategy,
immediateActions,
escalation,
remediation,
timestamp: new Date()
});
return {
alert_id: alert.id,
severity: severity,
response_strategy: strategy.name,
immediate_actions_taken: immediateActions,
escalation_initiated: escalation.initiated,
remediation_attempted: remediation.attempted,
resolution_status: remediation.success ? 'auto_resolved' : 'requires_attention'
};
}
private async classifyAlertSeverity(alert: SystemAlert): Promise<AlertSeverity> {
// Analyze alert characteristics
const characteristics = await this.analyzeAlertCharacteristics(alert);
// Check against historical patterns
const historical = await this.checkHistoricalPatterns(alert);
// Assess business impact
const businessImpact = await this.assessBusinessImpact(alert);
// Calculate severity score
const severityScore = this.calculateSeverityScore(
characteristics,
historical,
businessImpact
);
return this.mapScoreToSeverity(severityScore);
}
private async attemptAutomatedRemediation(
alert: SystemAlert,
strategy: ResponseStrategy
): Promise<RemediationResult> {
if (!strategy.automated_remediation_available) {
return { attempted: false, reason: 'not_available' };
}
try {
// Execute remediation action
const result = await this.executeRemediationAction(alert, strategy);
// Verify remediation effectiveness
const verification = await this.verifyRemediationEffectiveness(alert, result);
if (verification.effective) {
// Log successful remediation
await this.logSuccessfulRemediation(alert, result);
return {
attempted: true,
success: true,
action_taken: result.action,
verification: verification
};
} else {
// Remediation didn't work
return {
attempted: true,
success: false,
action_taken: result.action,
reason: 'ineffective',
verification: verification
};
}
} catch (error) {
// Remediation failed
await this.logRemediationFailure(alert, error);
return {
attempted: true,
success: false,
error: error.message,
reason: 'execution_failed'
};
}
}
}Log Management & Analysis
Centralized logging with AI-powered analysis:
interface LogManagement {
// Log collection
collection: {
application_logs: boolean;
system_logs: boolean;
audit_logs: boolean;
security_logs: boolean;
};
// Log processing
processing: {
real_time_analysis: boolean;
anomaly_detection: boolean;
pattern_recognition: boolean;
};
// Log storage and retention
storage: {
retention_period: number; // days
compression_enabled: boolean;
encryption_enabled: boolean;
};
// Log analysis
analysis: {
ai_powered_insights: boolean;
automated_alerting: boolean;
trend_analysis: boolean;
};
}
class LogAnalysisManager {
async analyzeSystemLogs(timeframe: Timeframe): Promise<LogAnalysis> {
// Collect logs from all sources
const logs = await this.collectLogs(timeframe);
// Perform anomaly detection
const anomalies = await this.detectAnomalies(logs);
// Identify patterns and trends
const patterns = await this.identifyPatterns(logs);
// Generate AI-powered insights
const insights = await this.generateAIInsights(logs, anomalies, patterns);
// Create actionable recommendations
const recommendations = await this.generateRecommendations(insights);
return {
timeframe: timeframe,
total_logs_processed: logs.length,
anomalies_detected: anomalies.length,
patterns_identified: patterns.length,
ai_insights: insights,
recommendations: recommendations,
analysis_confidence: this.calculateAnalysisConfidence(logs, anomalies, patterns)
};
}
private async generateAIInsights(
logs: LogEntry[],
anomalies: Anomaly[],
patterns: Pattern[]
): Promise<AIInsight[]> {
// Prepare data for AI analysis
const analysisData = this.prepareAnalysisData(logs, anomalies, patterns);
// Call AI analysis service
const aiResponse = await this.aiAnalysisService.analyze(analysisData);
// Process and validate AI insights
const validatedInsights = await this.validateAIInsights(aiResponse);
// Rank insights by importance
const rankedInsights = this.rankInsightsByImportance(validatedInsights);
return rankedInsights.slice(0, 10); // Return top 10 insights
}
}π Backup & Disaster Recovery
Comprehensive Backup Strategy
Multi-layer backup approach ensuring data durability:
interface BackupStrategy {
// Data backup layers
layers: {
real_time_replication: BackupLayer;
daily_snapshots: BackupLayer;
weekly_full_backup: BackupLayer;
monthly_archive: BackupLayer;
};
// Recovery objectives
objectives: {
recovery_time_objective: number; // RTO in hours
recovery_point_objective: number; // RPO in minutes
data_retention_period: number; // days
};
// Testing and validation
testing: {
regular_restore_tests: boolean;
backup_integrity_checks: boolean;
disaster_recovery_drills: boolean;
};
// Geographic redundancy
redundancy: {
multi_region_replication: boolean;
cross_cloud_backup: boolean;
offline_backup_storage: boolean;
};
}
class BackupManager {
async executeComprehensiveBackup(): Promise<BackupResult> {
// 1. Real-time replication status check
const replicationStatus = await this.checkReplicationStatus();
// 2. Execute database snapshots
const databaseSnapshots = await this.executeDatabaseSnapshots();
// 3. Backup file storage
const fileBackups = await this.executeFileBackups();
// 4. Create configuration backups
const configBackups = await this.executeConfigBackups();
// 5. Cross-region replication
const crossRegionReplication = await this.executeCrossRegionReplication();
// 6. Validate backup integrity
const validation = await this.validateBackupIntegrity([
databaseSnapshots,
fileBackups,
configBackups,
crossRegionReplication
]);
// 7. Update backup metadata
await this.updateBackupMetadata({
timestamp: new Date(),
components: [
databaseSnapshots,
fileBackups,
configBackups,
crossRegionReplication
],
validation: validation,
retention_period: 365 // 1 year
});
return {
backup_id: this.generateBackupId(),
timestamp: new Date(),
components: {
database: databaseSnapshots,
files: fileBackups,
configuration: configBackups,
cross_region: crossRegionReplication
},
validation: validation,
status: validation.success ? 'completed' : 'failed',
size_gb: this.calculateTotalSize([
databaseSnapshots,
fileBackups,
configBackups,
crossRegionReplication
])
};
}
}Disaster Recovery Procedures
Structured DR with automated failover:
interface DisasterRecovery {
// Recovery strategies
strategies: {
automated_failover: RecoveryStrategy;
manual_failover: RecoveryStrategy;
data_center_failover: RecoveryStrategy;
regional_failover: RecoveryStrategy;
};
// Recovery procedures
procedures: {
assessment: AssessmentProcedure;
activation: ActivationProcedure;
execution: ExecutionProcedure;
communication: CommunicationProcedure;
};
// Recovery testing
testing: {
quarterly_dr_drills: boolean;
automated_failover_tests: boolean;
data_restoration_tests: boolean;
};
// Business continuity
continuity: {
critical_service_identification: boolean;
alternate_work_procedures: boolean;
vendor_management: boolean;
};
}
class DisasterRecoveryManager {
async executeDisasterRecovery(
incident: DisasterIncident
): Promise<RecoveryResult> {
// Phase 1: Incident Assessment
const assessment = await this.assessDisasterImpact(incident);
// Phase 2: Recovery Strategy Selection
const strategy = await this.selectRecoveryStrategy(assessment);
// Phase 3: Recovery Activation
const activation = await this.activateRecoveryProcedures(strategy);
// Phase 4: Recovery Execution
const execution = await this.executeRecoveryProcesses(activation);
// Phase 5: Service Restoration
const restoration = await this.restoreServices(execution);
// Phase 6: Validation and Testing
const validation = await this.validateRecovery(restoration);
// Phase 7: Return to Normal Operations
const normalization = await this.normalizeOperations(validation);
return {
incident_id: incident.id,
recovery_strategy: strategy.name,
assessment: assessment,
activation_time: activation.timestamp,
restoration_time: restoration.timestamp,
validation_results: validation,
total_downtime: this.calculateDowntime(incident, normalization),
recovery_success: normalization.successful
};
}
private async selectRecoveryStrategy(assessment: DisasterAssessment): Promise<RecoveryStrategy> {
// Evaluate recovery options
const options = await this.evaluateRecoveryOptions(assessment);
// Score options based on criteria
const scoredOptions = await Promise.all(
options.map(async (option) => ({
option,
score: await this.scoreRecoveryOption(option, assessment)
}))
);
// Select optimal strategy
const optimalStrategy = scoredOptions.reduce((best, current) =>
current.score > best.score ? current : best
);
return optimalStrategy.option;
}
}β‘ Performance Optimization
Auto-Scaling Configuration
Intelligent scaling based on load patterns:
interface AutoScalingConfig {
// Scaling metrics
metrics: {
cpu_utilization: ScalingMetric;
memory_utilization: ScalingMetric;
request_rate: ScalingMetric;
queue_depth: ScalingMetric;
};
// Scaling policies
policies: {
scale_up_policy: ScalingPolicy;
scale_down_policy: ScalingPolicy;
predictive_scaling: ScalingPolicy;
};
// Resource limits
limits: {
min_instances: number;
max_instances: number;
target_cpu_utilization: number;
target_memory_utilization: number;
};
// Scaling behavior
behavior: {
cooldown_period: number; // seconds
stabilization_period: number; // seconds
predictive_lookahead: number; // minutes
};
}
class IntelligentAutoScaler {
async optimizeScaling(serviceName: string): Promise<ScalingOptimization> {
// Analyze historical usage patterns
const historicalPatterns = await this.analyzeHistoricalPatterns(serviceName);
// Predict future load requirements
const predictions = await this.generateLoadPredictions(historicalPatterns);
// Optimize scaling configuration
const optimalConfig = await this.calculateOptimalScalingConfig(
historicalPatterns,
predictions
);
// Apply scaling configuration
await this.applyScalingConfiguration(serviceName, optimalConfig);
// Set up monitoring and alerts
await this.setupScalingMonitoring(serviceName, optimalConfig);
return {
service_name: serviceName,
current_config: await this.getCurrentScalingConfig(serviceName),
optimal_config: optimalConfig,
predicted_improvements: this.calculatePredictedImprovements(
historicalPatterns,
optimalConfig
),
applied_at: new Date()
};
}
private async analyzeHistoricalPatterns(serviceName: string): Promise<UsagePatterns> {
// Collect metrics data
const metrics = await this.collectHistoricalMetrics(serviceName, 90); // 90 days
// Identify usage patterns
const patterns = this.identifyUsagePatterns(metrics);
// Calculate seasonality
const seasonality = this.calculateSeasonality(metrics);
// Determine peak usage periods
const peakPeriods = this.identifyPeakPeriods(metrics);
return {
daily_patterns: patterns.daily,
weekly_patterns: patterns.weekly,
seasonal_patterns: seasonality,
peak_periods: peakPeriods,
average_utilization: this.calculateAverageUtilization(metrics),
peak_utilization: Math.max(...metrics.map(m => m.cpu_utilization))
};
}
}Caching Strategy
Multi-layer caching for optimal performance:
interface CachingStrategy {
// Cache layers
layers: {
browser_cache: CacheLayer;
cdn_cache: CacheLayer;
application_cache: CacheLayer;
database_cache: CacheLayer;
};
// Cache policies
policies: {
cache_invalidation: CachePolicy;
cache_preloading: CachePolicy;
cache_compression: CachePolicy;
};
// Cache monitoring
monitoring: {
hit_rate_tracking: boolean;
cache_size_monitoring: boolean;
performance_impact_analysis: boolean;
};
// Cache optimization
optimization: {
intelligent_eviction: boolean;
predictive_preloading: boolean;
adaptive_sizing: boolean;
};
}
class IntelligentCacheManager {
async optimizeCachingStrategy(serviceName: string): Promise<CacheOptimization> {
// Analyze cache performance
const currentPerformance = await this.analyzeCachePerformance(serviceName);
// Identify optimization opportunities
const opportunities = await this.identifyOptimizationOpportunities(currentPerformance);
// Generate optimized cache configuration
const optimalConfig = await this.generateOptimalCacheConfig(opportunities);
// Implement cache optimizations
await this.implementCacheOptimizations(serviceName, optimalConfig);
// Set up cache monitoring
await this.setupCacheMonitoring(serviceName, optimalConfig);
return {
service_name: serviceName,
current_performance: currentPerformance,
optimal_config: optimalConfig,
predicted_improvements: this.calculatePredictedImprovements(
currentPerformance,
optimalConfig
),
implementation_status: 'completed'
};
}
private async analyzeCachePerformance(serviceName: string): Promise<CachePerformance> {
// Collect cache metrics
const metrics = await this.collectCacheMetrics(serviceName);
// Calculate hit rates
const hitRates = this.calculateCacheHitRates(metrics);
// Analyze cache efficiency
const efficiency = this.analyzeCacheEfficiency(metrics);
// Identify bottlenecks
const bottlenecks = this.identifyCacheBottlenecks(metrics);
return {
hit_rate: hitRates.overall,
miss_rate: hitRates.miss,
eviction_rate: hitRates.eviction,
average_response_time: efficiency.avg_response_time,
cache_utilization: efficiency.utilization,
bottlenecks: bottlenecks,
recommendations: this.generateCacheRecommendations(bottlenecks)
};
}
}π§ Operational Management
Release Management
Structured release process with automated testing:
interface ReleaseManagement {
// Release planning
planning: {
release_calendar: ReleaseCalendar;
feature_freeze_period: number; // days
testing_period: number; // days
};
// Release process
process: {
automated_testing: boolean;
canary_deployments: boolean;
gradual_rollout: boolean;
rollback_procedures: boolean;
};
// Quality gates
quality_gates: {
unit_test_coverage: number;
integration_test_pass: boolean;
performance_test_pass: boolean;
security_scan_pass: boolean;
};
// Release tracking
tracking: {
release_metrics: boolean;
incident_tracking: boolean;
customer_feedback: boolean;
};
}
class ReleaseManager {
async executeRelease(release: ReleasePlan): Promise<ReleaseResult> {
// Pre-release validation
const validation = await this.validateRelease(release);
if (!validation.passed) {
throw new Error(`Release validation failed: ${validation.issues.join(', ')}`);
}
// Create release branch
const releaseBranch = await this.createReleaseBranch(release);
// Execute automated testing
const testing = await this.executeAutomatedTesting(releaseBranch);
if (!testing.passed) {
throw new Error(`Automated testing failed: ${testing.failures.join(', ')}`);
}
// Execute canary deployment
const canary = await this.executeCanaryDeployment(release);
// Monitor canary performance
const monitoring = await this.monitorCanaryPerformance(canary);
if (!monitoring.acceptable) {
await this.rollbackCanaryDeployment(canary);
throw new Error('Canary deployment failed performance criteria');
}
// Execute gradual rollout
const rollout = await this.executeGradualRollout(release, canary);
// Final validation
const finalValidation = await this.executeFinalValidation(rollout);
// Complete release
await this.completeRelease(release, rollout);
return {
release_id: release.id,
version: release.version,
status: 'completed',
deployment_time: rollout.duration,
rollback_available: true,
monitoring_active: true
};
}
}Configuration Management
Version-controlled configuration with environment-specific overrides:
interface ConfigurationManagement {
// Configuration hierarchy
hierarchy: {
global_config: ConfigLevel;
environment_config: ConfigLevel;
service_config: ConfigLevel;
instance_config: ConfigLevel;
};
// Configuration validation
validation: {
schema_validation: boolean;
type_checking: boolean;
dependency_checking: boolean;
};
// Configuration deployment
deployment: {
automated_deployment: boolean;
configuration_drift_detection: boolean;
rollback_capability: boolean;
};
// Secret management
secrets: {
encrypted_storage: boolean;
access_logging: boolean;
rotation_policy: boolean;
};
}
class ConfigurationManager {
async manageConfiguration(
serviceName: string,
environment: string,
configUpdates: ConfigUpdate[]
): Promise<ConfigResult> {
// Validate configuration changes
const validation = await this.validateConfigurationChanges(configUpdates);
if (!validation.valid) {
throw new Error(`Configuration validation failed: ${validation.errors.join(', ')}`);
}
// Check for configuration conflicts
const conflicts = await this.checkConfigurationConflicts(serviceName, configUpdates);
if (conflicts.length > 0) {
throw new Error(`Configuration conflicts detected: ${conflicts.join(', ')}`);
}
// Create configuration snapshot
const snapshot = await this.createConfigurationSnapshot(serviceName, environment);
// Apply configuration changes
const application = await this.applyConfigurationChanges(serviceName, environment, configUpdates);
// Validate configuration application
const postValidation = await this.validateConfigurationApplication(application);
// Update configuration metadata
await this.updateConfigurationMetadata(serviceName, environment, {
changes: configUpdates,
applied_at: new Date(),
applied_by: this.getCurrentUser(),
snapshot_id: snapshot.id,
validation_result: postValidation
});
return {
service_name: serviceName,
environment: environment,
changes_applied: configUpdates.length,
validation_passed: postValidation.passed,
rollback_available: true,
snapshot_created: snapshot.id
};
}
}π Cost Optimization
Resource Usage Monitoring
Intelligent cost management with usage analytics:
interface CostOptimization {
// Usage monitoring
monitoring: {
resource_utilization: boolean;
cost_tracking: boolean;
usage_forecasting: boolean;
};
// Cost allocation
allocation: {
tag_based_allocation: boolean;
service_level_costing: boolean;
business_unit_attribution: boolean;
};
// Optimization strategies
optimization: {
right_sizing: boolean;
reserved_instances: boolean;
spot_instances: boolean;
};
// Budget management
budgeting: {
budget_alerts: boolean;
cost_anomaly_detection: boolean;
forecasting_accuracy: boolean;
};
}
class CostOptimizationManager {
async optimizeCloudCosts(timeframe: Timeframe): Promise<CostOptimizationResult> {
// Analyze current spending
const currentSpending = await this.analyzeCurrentSpending(timeframe);
// Identify optimization opportunities
const opportunities = await this.identifyOptimizationOpportunities(currentSpending);
// Generate cost optimization plan
const optimizationPlan = await this.generateOptimizationPlan(opportunities);
// Implement cost optimizations
const implementation = await this.implementOptimizations(optimizationPlan);
// Set up cost monitoring
await this.setupCostMonitoring(implementation);
return {
timeframe: timeframe,
current_spending: currentSpending.total,
potential_savings: optimizationPlan.potential_savings,
optimizations_applied: implementation.applied.length,
monitoring_active: true,
next_review_date: this.calculateNextReviewDate()
};
}
private async analyzeCurrentSpending(timeframe: Timeframe): Promise<SpendingAnalysis> {
// Collect cost data from all sources
const costData = await this.collectCostData(timeframe);
// Categorize spending
const categorized = this.categorizeSpending(costData);
// Identify cost drivers
const costDrivers = this.identifyCostDrivers(categorized);
// Calculate spending trends
const trends = this.calculateSpendingTrends(costData);
return {
total_spending: costData.reduce((sum, item) => sum + item.cost, 0),
categorized_spending: categorized,
cost_drivers: costDrivers,
spending_trends: trends,
efficiency_score: this.calculateEfficiencyScore(categorized, costDrivers)
};
}
}Compliance & Audit Management
Automated compliance monitoring and reporting:
interface ComplianceManagement {
// Compliance monitoring
monitoring: {
automated_scans: boolean;
compliance_alerts: boolean;
audit_preparation: boolean;
};
// Audit management
auditing: {
audit_trail_maintenance: boolean;
automated_reporting: boolean;
evidence_collection: boolean;
};
// Regulatory reporting
reporting: {
scheduled_reports: boolean;
ad_hoc_reporting: boolean;
regulatory_filing: boolean;
};
// Remediation tracking
remediation: {
issue_tracking: boolean;
remediation_workflows: boolean;
compliance_improvement: boolean;
};
}
class ComplianceManager {
async maintainCompliancePosture(): Promise<ComplianceStatus> {
// Execute compliance scans
const scans = await this.executeComplianceScans();
// Analyze scan results
const analysis = await this.analyzeComplianceResults(scans);
// Generate compliance report
const report = await this.generateComplianceReport(analysis);
// Identify remediation needs
const remediation = await this.identifyRemediationNeeds(analysis);
// Execute automated remediation
const automatedFixes = await this.executeAutomatedRemediation(remediation);
// Schedule manual remediation
await this.scheduleManualRemediation(remediation);
return {
scan_date: new Date(),
overall_compliance_score: analysis.overall_score,
critical_findings: analysis.critical_findings,
remediation_required: remediation.required,
automated_fixes_applied: automatedFixes.applied,
manual_remediation_scheduled: remediation.manual_items.length,
next_scan_date: this.calculateNextScanDate()
};
}
}This comprehensive deployment and operations guide ensures AltSportsLeagues.ai maintains high availability, performance, and security while efficiently managing costs and ensuring compliance. The platform's infrastructure supports automated scaling, comprehensive monitoring, and rapid recovery from any disruptions.