AWS Integration

Integrate BroxiAI with Amazon Web Services (AWS) ecosystem

Learn how to integrate BroxiAI workflows with AWS services for enhanced functionality, scalability, and data processing capabilities.

AWS Integration Architecture

Overview

BroxiAI integrates seamlessly with AWS services to provide:

• Scalable cloud infrastructure

• Advanced data processing capabilities

• Enterprise-grade security and compliance

• Cost-effective resource management

• Global availability and performance

Core AWS Services Integration

Amazon Bedrock

Connect BroxiAI to AWS's fully managed foundation model service.

Configuration

{
  "provider": "aws_bedrock",
  "region": "us-east-1",
  "access_key_id": "${AWS_ACCESS_KEY_ID}",
  "secret_access_key": "${AWS_SECRET_ACCESS_KEY}",
  "models": {
    "text": "anthropic.claude-3-sonnet-20240229-v1:0",
    "embeddings": "amazon.titan-embed-text-v1"
  }
}

Supported Models

• Anthropic Claude 3 (Haiku, Sonnet, Opus)

• Amazon Titan (Text, Embeddings)

• Meta Llama 2

• Cohere Command

• AI21 Labs Jurassic

Amazon S3

Store and process documents, images, and other files.

Use Cases

• Document storage for RAG applications

• File upload/download workflows

• Batch processing of documents

• Data archival and backup

Integration Example

# BroxiAI workflow component
{
  "component": "S3FileLoader",
  "config": {
    "bucket_name": "my-documents-bucket",
    "object_key": "documents/manual.pdf",
    "aws_access_key_id": "${AWS_ACCESS_KEY_ID}",
    "aws_secret_access_key": "${AWS_SECRET_ACCESS_KEY}",
    "region": "us-west-2"
  }
}

Amazon RDS/Aurora

Connect to managed relational databases for data retrieval and storage.

Configuration

{
  "database_type": "postgresql",
  "host": "mydb.cluster-xyz.us-east-1.rds.amazonaws.com",
  "port": 5432,
  "database": "production",
  "username": "${DB_USERNAME}",
  "password": "${DB_PASSWORD}",
  "ssl_mode": "require"
}

SQL Agent Integration

• Natural language to SQL conversion

• Database schema analysis

• Automated query generation

• Results formatting and analysis

Amazon DynamoDB

Integrate with NoSQL database for session management and metadata storage.

Use Cases

• User session storage

• Conversation history

• Metadata caching

• Real-time analytics

Configuration

{
  "table_name": "broxi_sessions",
  "region": "us-east-1",
  "access_key_id": "${AWS_ACCESS_KEY_ID}",
  "secret_access_key": "${AWS_SECRET_ACCESS_KEY}",
  "partition_key": "session_id",
  "sort_key": "timestamp"
}

Amazon SES

Send automated emails from BroxiAI workflows.

Email Component Setup

{
  "component": "SESEmailSender",
  "config": {
    "region": "us-east-1",
    "from_email": "[e-mail]",
    "access_key_id": "${AWS_ACCESS_KEY_ID}",
    "secret_access_key": "${AWS_SECRET_ACCESS_KEY}"
  }
}

Use Cases

• Automated notifications

• Report generation and delivery

• Customer communication

• Alert systems

Advanced AWS Integrations

Amazon Kinesis

Process streaming data in real-time workflows.

Data Streams

{
  "stream_name": "broxi-events",
  "region": "us-east-1",
  "shard_count": 2,
  "retention_period": 24
}

Integration Benefits

• Real-time data processing

• Event-driven workflows

• Scalable data ingestion

• Analytics and monitoring

AWS Lambda

Trigger BroxiAI workflows from serverless functions.

Lambda Function Example

import json
import requests

def lambda_handler(event, context):
    # Trigger BroxiAI workflow
    response = requests.post(
        "https://api.broxi.ai/v1/flows/your-flow-id/run",
        headers={
            "Authorization": f"Bearer {os.environ['BROXI_API_TOKEN']}",
            "Content-Type": "application/json"
        },
        json={
            "input": event["input_message"],
            "variables": event.get("variables", {})
        }
    )
    
    return {
        'statusCode': 200,
        'body': json.dumps(response.json())
    }

Amazon SNS

Send notifications and alerts from workflows.

Topic Configuration

{
  "topic_arn": "arn:aws:sns:us-east-1:123456789012:broxi-alerts",
  "region": "us-east-1",
  "access_key_id": "${AWS_ACCESS_KEY_ID}",
  "secret_access_key": "${AWS_SECRET_ACCESS_KEY}"
}

Notification Types

• SMS messages

• Email notifications

• Mobile push notifications

• HTTP/HTTPS endpoints

Amazon CloudWatch

Monitor and log BroxiAI workflow performance.

Metrics Configuration

{
  "namespace": "BroxiAI/Workflows",
  "metrics": [
    "ExecutionTime",
    "SuccessRate", 
    "ErrorRate",
    "TokenUsage"
  ],
  "log_group": "/aws/broxi/workflows"
}

Vector Database Integration

Amazon OpenSearch Service

Use OpenSearch as a vector database for RAG applications.

Configuration

{
  "endpoint": "https://search-mydomain.us-east-1.es.amazonaws.com",
  "region": "us-east-1",
  "index_name": "documents",
  "dimension": 1536,
  "similarity_metric": "cosine",
  "authentication": {
    "type": "aws_iam",
    "access_key_id": "${AWS_ACCESS_KEY_ID}",
    "secret_access_key": "${AWS_SECRET_ACCESS_KEY}"
  }
}

Features

• Vector similarity search

• Hybrid search (text + vector)

• Real-time indexing

• Scalable performance

Amazon MemoryDB for Redis

Fast vector search with in-memory performance.

Use Cases

• Real-time recommendations

• Session-based search

• Caching layer for embeddings

• Low-latency applications

Security and Compliance

IAM Roles and Policies

Configure secure access to AWS resources.

Minimal IAM Policy

{
  "Version": "2012-10-17",
  "Statement": [
    {
      "Effect": "Allow",
      "Action": [
        "bedrock:InvokeModel",
        "s3:GetObject",
        "s3:PutObject",
        "ses:SendEmail"
      ],
      "Resource": [
        "arn:aws:bedrock:*:*:model/*",
        "arn:aws:s3:::my-bucket/*",
        "arn:aws:ses:*:*:identity/*"
      ]
    }
  ]
}

VPC Integration

Deploy BroxiAI integrations within your VPC for enhanced security.

Network Configuration

• Private subnets for database access

• NAT gateways for internet access

• Security groups for access control

• VPC endpoints for AWS services

Encryption

Data Protection

• S3 bucket encryption (AES-256 or KMS)

• RDS encryption at rest

• SES encryption in transit

• Parameter Store for secrets

Cost Optimization

Resource Management

Best Practices

• Use appropriate instance sizes

• Implement auto-scaling policies

• Monitor and optimize usage

• Leverage spot instances where applicable

Cost Monitoring

• Set up billing alerts

• Use AWS Cost Explorer

• Tag resources for cost allocation

• Regular cost optimization reviews

AWS Free Tier

Take advantage of AWS Free Tier services:

• Amazon Bedrock: Limited free usage

• Amazon S3: 5GB of storage

• Amazon DynamoDB: 25GB of storage

• AWS Lambda: 1M free requests per month

Deployment Patterns

Multi-Region Deployment

Deploy across multiple AWS regions for:

• High availability

• Disaster recovery

• Global performance

• Compliance requirements

Architecture Example

Primary Region (us-east-1):
  - Production workloads
  - Primary databases
  - Main S3 buckets

Secondary Region (us-west-2):
  - Disaster recovery
  - Read replicas
  - Backup storage

Auto Scaling

Configure auto-scaling for variable workloads:

• Application Load Balancer

• Auto Scaling Groups

• CloudWatch metrics

• Scaling policies

Monitoring and Logging

CloudWatch Integration

Key Metrics

• API response times

• Error rates

• Resource utilization

• Cost metrics

Log Aggregation

• Centralized logging

• Log retention policies

• Search and analysis

• Alerting rules

AWS X-Ray

Distributed tracing for complex workflows:

• Request tracing

• Performance analysis

• Bottleneck identification

• Service map visualization

Getting Started

Prerequisites

1. AWS account with appropriate permissions

2. BroxiAI account and API access

3. AWS CLI configured

4. Basic understanding of AWS services

Quick Start Guide

1. Set up AWS credentials in BroxiAI global variables

2. Create S3 bucket for document storage

3. Configure Bedrock access for AI models

4. Build your first workflow using AWS components

5. Test and deploy to production

Example Workflow

Here's a complete workflow that processes documents from S3:

Support Resources

• AWS Documentation

• BroxiAI AWS Examples

• Community Forums

• Technical Support

Next Steps

• Azure Integration

• Google Cloud Platform

• Best Practices

• Security Guide