Hallon AI
Platform

Data Integrations Enables AI Agents for Your Business

We securely ingest your transaction, inventory, and product data to train proprietary machine learning models tailored to your business—enabling AI agents to deliver deep, actionable insights.

Enterprise-ready
Priced by value impact
Personal Account Manager
Snowflake
Databricks
SAP
Shopify
BigQuery
S3
Hallon AI
Encrypted data integration aligned with your IT team
Client Cloud
Transaction History
Inventory
Products
Costs
...
Hallon Cloud
Training AI Models
Agentic Knowledge Base
Enabling Strategic Insights
Secure data pipeline
Why We Integrate

Powering Agents with Your Specific Data

Generic AI models can't understand your business. Our agents and AI algorithms are powered by your specific data—learning your sales patterns, inventory dynamics, and customer behavior. This enables agents to conduct deep analysis and deliver recommendations that are truly tailored to your business context.

  • Train AI models on your historical performance data
  • Enable agents to understand your specific assortment and categories
  • Learn price elasticity and demand patterns unique to your business
  • Identify opportunities and risks that generic tools would miss
Data Requirements

The Data That Powers Your AI

Each dataset serves a specific purpose in training AI models and enabling intelligent recommendations.

Transactions

Sales data at SKU/store/day level

Why we need it: Understand sales, revenue, and demand per product. Train price elasticity models and forecast future demand patterns.

History: Up to 3 years

Inventory

Stock levels, movements, and aging

Why we need it: Constrain demand forecasts based on available inventory. Separate lack of demand from stockouts throughout history. Predict future stockout risks.

History: Up to 3 years

Store Details

Locations, formats, clusters, attributes

Why we need it: Help AI understand differences between store formats and channels. Enable regional and channel-specific strategies.

History: Current

Product Details

Hierarchy, attributes, lifecycle, substitutes

Why we need it: Understand assortment structure. Enable filtering by product attributes in workflows. Use attributes as features for AI models.

History: Current

Costs

Landed costs, supplier costs, cost changes

Why we need it: Calculate profit margins accurately. Create de-averaged strategies based on profit opportunity rather than just revenue.

History: Up to 3 years

Prices

Regular prices, promotional prices, changes

Why we need it: Understand current price points and competitive positioning. Learn how demand has changed as prices have changed throughout history.

History: Up to 3 years

Flexible & Secure

Connect with Any Data Source

We integrate with your existing infrastructure—whether that's modern cloud data warehouses, legacy ERP systems, or e-commerce platforms. Our team builds custom connectors for proprietary systems, ensuring you can leverage AI regardless of your tech stack.

  • Direct connections to major data warehouses (Databricks, BigQuery, Snowflake)
  • Cloud storage integration (Azure, AWS S3, Google Cloud)
  • E-commerce platform APIs (Shopify, BigCommerce, Magento)
  • Custom connectors for SAP, Oracle, and proprietary systems
Snowflake
Databricks
SAP
Shopify
BigQuery
S3
Hallon AI
Encrypted data integration aligned with your IT team

Integration Partners

Custom integrations for any data storage solution

Data Warehouses

DatabricksBigQueryRedshiftAthenaSnowflake

Cloud Storage

Azure BlobAmazon S3Google Cloud

E-commerce

ShopifyBigCommerceMagento

ERP Systems

SAPOracleMS DynamicsNetSuite

Don't see your system? We build custom integrations for any data source. If you have data, we can ingest it.

How Integration Works

1

Discovery

We map your data sources and define the integration approach

2

Secure Connection

Establish encrypted connections to your systems

3

Data Validation

Verify data quality and completeness

4

Transform & Enrich

Transform and enrich your data into AI-native formats that enable training and better insights

5

ML Training

Build proprietary models tailored to your business

Let's Connect Your Data

Our integration team will work with you to securely connect your data sources and train AI models specific to your business.

Enterprise-ready
Priced by value impact
Personal Account Manager