Which Vector Databases do you support?

We specialize in Pinecone, Weaviate, Milvus, and Qdrant. We handle the indexing, partitioning, and metadata filtering strategies to ensure your semantic search is sub-second.

What is a RAG Pipeline?

RAG (Retrieval-Augmented Generation) allows your LLM to 'read' your private company data without hallucinating. We build the pipelines that chunk, embed, and retrieve this data accurately.

Can you process messy PDFs and unstructured text?

Yes. We use OCR and parsing libraries (like Unstructured.io) to turn PDFs, Word Docs, and scraped HTML into clean JSON that can be fed into your AI models.

How do you improve search relevance?

We build hybrid search systems that combine 'Keyword Search' (BM25) with 'Semantic Search' (Embeddings) to ensure users find exactly what they are looking for, even if they use slang.

How do you handle large documents?

We implement 'Chunking Strategies'—breaking text into semantic blocks (e.g., by paragraph or topic)—so the LLM gets just the right amount of context, reducing token costs and improving accuracy.

Do you support real-time streaming?

We use Apache Kafka or AWS Kinesis to ingest high-velocity data streams, allowing your AI agents to react to events (like a fraud alert or user click) in milliseconds.

How do you test data quality for AI?

We build 'Evaluation Pipelines' using tools like Ragas or TruLens to mathematically measure your RAG system's faithfulness and answer relevance before you go to production.

Absolutely. We implement Role-Based Access Control (RBAC) at the vector level, ensuring that users can only search for and retrieve documents they are authorized to see.

Data Engineering Services: ELT-Optimized Airflow

We engineer the data backbone for your AI. From managed Vector Databases to RAG pipelines, we turn unstructured data into actionable intelligence.

Airflow DAG Orchestration
Snowflake Micro-Partitioning
Delta Lake Processing
Compute/Storage Isolation

Data Engineering Services: ELT-Optimized Airflow

Garbage In, Hallucination Out.

Infrastructure First.

Your AI brings no value if it can't read your data.

You don't have a model problem; you have a data engineering problem. Most companies try to feed raw, messy PDFs into GPT-4 and wonder why it fails. The secret is in the Context Pipeline.

We build the "Brain Stem" of your AI:

Vectorization: Converting your knowledge base into mathematical embeddings.
Hybrid Search: Combining keyword matching with semantic understanding for perfect recall.
Live Sync: Ensuring your AI knows what happened 5 seconds ago, not 5 months ago.

We prepare your data for the future.

Pipeline Velocity

Access additional materials related to this section.

ETL Build: 5 Days
DAG Migration: 14 Days
Quality Gate: 36 Hours

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Engineering Capabilities

Built for AI

Airflow Orchestration

Code-first workflow management using Python DAGs to schedule and monitor complex dependency chains.

ELT Architecture

Loading raw data first and transforming within the warehouse (Snowflake/BigQuery) for maximum agility.

Micro-Partitioning

Optimizing storage layout automatically to millisecond-level query performance without manual indexing.

Data Quality Gates

Automated testing steps (Great Expectations) within pipelines to block bad data before it hits production.

Idempotent Design

Pipelines resilient to failure/retries, ensuring data is never duplicated even if jobs restart.

CI/CD for Data

Applying software engineering rigor (version control, automated testing) to data pipeline code.

Medallion Architecture

Strict Bronze-Silver-Gold layering for raw-to-refined data processing at enterprise scale.

Automated Quality Frameworks

Integrated validation steps (Great Expectations) that block bad data before it pollutes the warehouse.

Real-Time CDC Sync

Change Data Capture pipelines ensuring your analytics data matches production databases with zero lag.

Tech Stack

Our Technologies

Tools that power our solutions.

Apache Spark

Kafka

Hadoop

Flink

Apache Spark

Kafka

Hadoop

Flink

Apache Spark

Kafka

Hadoop

Flink

ABOUT US

A Build Partner for Serious Ideas

We exist to make serious digital work predictable, focused, and repeatable.
No noise. No fragmented teams. No guesswork. Just clear execution built on strong systems.

We work as one integrated unit—engineers, growth specialists, analysts, and system thinkers—following a shared method and clear standards. Every product, platform, automation, or campaign we deliver is shaped by discipline, ownership, and measurable intent.

Our values are practical, not philosophical.
We believe good work comes from training, systems, and accountability. Through DG10 Academy, every team member is continuously trained in AI & Every use cases, prompt engineering, structured problem-solving, and modern delivery practices. No one works on client projects without meeting internal benchmarks.

Beyond client work, we actively build AI tools, internal products, open resources, and experimental systems—using them ourselves before offering anything externally. This keeps our thinking sharp, our methods current, and our execution grounded in reality.

DG10 is the Agency designed to help founders, businesses, and partners build, launch, and grow with clarity and confidence.

Open Source Projects on Github

Businesses Revolutionized

Free AI Tools for Entrepreneurs

DISCOVER MORE ABOUT US

Geopoly

Project Nayomi

Another1

CYS Legal

Ashapurna Enterprises

Darsh IAS

Unique Holistic Solutions

Geopoly

Project Nayomi

Another1

CYS Legal

Ashapurna Enterprises

Darsh IAS

Unique Holistic Solutions

Geopoly

Project Nayomi

Another1

CYS Legal

Ashapurna Enterprises

Darsh IAS

Unique Holistic Solutions

Client Success Stories

Real Words. Real Results.

See how our work has shaped real projects...

“It has been amazing Experience with DG10 Agency and their team. One of a kind experience, I was amazed to see custom dashboards and updates for my laundry service business project. From website to lead generation, It had been an awesome journey with them.”

Anshul Chowdhury

Tumble Wash

“I started with DG10 Agency for my website and ended up having a custom Learning Management System for my Institute. Their expertise were definitely par my expectations. Great Teamwork.”

Sudhanshu Singh

Darsh IAS

“It had been a great experience working with them. I never thought i will be able to able to gain so much organic traffic and most importantly will be able to edit and publish everything myself on my website. They handles my migration and SEO/GEO with great expertise. ”

Dr. Neil Tessler

Unique Holistic Solutions

Our Process

The Engineering Flow

Our process is simple, structured and designed to keep you involved at every important stage. From the first call to the final build, you always know what’s happening and who’s working on it.

Step 1

Data Assessment

We audit your documents and databases to decide the best chunking and embedding strategy.

Step 2

Pipeline Build

Setting up the ingestion layer (Airflow/Dagster) to vectorize your data automatically.

Step 3

Vector Indexing

Optimizing HNSW graphs and metadata filters for finding the needle in the haystack.

Step 4

Evaluation

Stress-testing the retrieval accuracy to ensure your AI isn't confidently wrong.

Why choose DG10 Agency

We are the one digital expert team you will ever need. A Complete System for Building and Growing Your Business

Development, Marketing, Data Under One Roof

We bring development, marketing, automation and data into a single, unified workflow. This means no scattered teams, no inconsistent delivery and no disconnect between build and growth. Everything moves together with one clear direction.

In-house Custom PM

Our team built custom project management system keeps delivery and update steady, transparent and easy to follow. You always know what’s happening, what’s next and how close you are to launch. No chaos. No uncertainty. Just clean progress.

Strong Engineering & Practical Marketing

Your product is shaped by a team that understands both code and growth. We build stable systems, refine funnels and support sales with clear, focused campaigns—so your brand moves forward on all fronts.

Automation & AI That Remove Workload

We set up practical automation and AI-driven task flows that reduce manual work and improve response speed. From lead handling to operations, your business runs smoother and scales with less effort.

Data Driven Decisions

Your tracking, analytics and reporting are handled with precision. We help you understand what’s working, what’s not and where to improve.

Frequently Asked Questions

Common questions about AI Data Engineering

Structure Your Chaos.

Feed your AI high-quality fuel.

We exist to make serious digital work predictable, focused, and repeatable.
No noise. No fragmented teams. No guesswork. Just clear execution built on strong systems.

DG10 is the Agency designed to help founders, businesses, and partners build, launch, and grow with clarity and confidence.

Data Engineering Services: ELT-Optimized Airflow