---
title: "AI Data & Analytics Pipelines | Vivek Singh"
url: https://vivekbuilds.com/work/mlpipeline/
description: "Batch and streaming processing, embedding pipelines and analytics across cloud services."
---

# AI Data & Analytics Pipelines

Data engineering for AI and application workloads, connecting ETL/ELT, event streams, embedding pipelines and analytics.

## Architecture
- Apache Spark processing and batch/streaming pipelines
- SQL transformations, Snowflake analytics and ETL/ELT workflows
- Kafka, SQS/SNS and RabbitMQ messaging
- Airflow scheduling, task dependencies and pipeline retries
- Data quality, analytics dashboards and model-refresh workflows





Descriptive project name. Portfolio interfaces are illustrative.