Agriculture · Data Engineering · Delta Lake
Automated Delta Lake Data Pipelines for Limoneira
Limoneira was migrating from one ERP system to another — a transition that threatened to disrupt the data pipelines their operations depended on. [x]cube LABS built an automated Delta Lake solution that made the migration invisible to the business.
The Challenge
An ERP Migration That Could Not Disrupt Reporting
Limoneira sources lemons from multiple growers and their own farms across several regions in America. These lemons pass through multiple processing stages — washing, sorting by size, growth, and color, and lab testing — with data collected at each stage stored across multiple database systems. The flow of this data into Delta Lake, where operational reports are generated, was central to how the business ran.
When Limoneira decided to replace their existing ERP system (Sage) with a new one (Radford) for improved efficiency, the risk was significant: any disruption to the data pipeline feeding Delta Lake would break the reporting infrastructure the business depended on. The migration needed to happen without the business feeling it.
An ERP migration that breaks your reporting is not a migration. It is a crisis in slow motion.
The Solution
A Dynamic, Automated Pipeline That Absorbs the ERP Change
The [x]cube LABS team designed and built an automated, dynamic data pipeline that ingests data from the new ERP system into Delta Lake without manual intervention. The pipeline is built to be adaptive: it handles the structural differences between the old and new ERP data formats automatically, ensuring that downstream reports continue to run against consistent, accurate data regardless of which ERP is feeding them.
The infrastructure is robust and scalable, designed to support Limoneira's operations as they grow, handling the volume of data generated across multiple farms, multiple growers, and multiple processing stages without performance degradation.
Automated Delta Lake Pipeline
A fully automated data ingestion pipeline that moves ERP data into Delta Lake continuously, without manual intervention or batch scheduling delays.
ERP Migration Abstraction
The pipeline is designed to absorb the transition from Sage to Radford ERP transparently — downstream reporting sees consistent, clean data regardless of the upstream ERP change.
Multi-Stage Data Processing
Data from every stage of Limoneira's lemon processing workflow (washing, sorting, lab testing, and quality verification) flows through the pipeline into a unified Delta Lake.
Scalable Infrastructure
Built to scale with Limoneira's growing operation across four countries, handling increased data volume from new farms, growers, and processing facilities without architectural changes.
Report Continuity
All existing Delta Lake reports and dashboards continue to function without modification post-migration, preserving the business intelligence infrastructure Limoneira depends on.
The Outcome
ERP Migration. Zero Disruption.
The automated pipeline absorbed the ERP migration entirely. Limoneira's operational reports continued to run without interruption. Manual data handling between systems was eliminated. And the Delta Lake infrastructure that the business depends on for operational decisions now runs on a modern, scalable foundation capable of growing with the company.
Seamless ERP Migration
The transition from Sage to Radford ERP was invisible to the reporting layer — a migration that typically causes significant operational disruption passed without incident.
Manual Data Handling Eliminated
Data movement between ERP and Delta Lake that previously required manual intervention is now fully automated, removing a costly and error-prone process.
Report Continuity Preserved
All existing operational reports and dashboards continued to run accurately through and after the migration, with no changes required to downstream tools.
Scalable for Growth
The pipeline infrastructure scales with Limoneira's expanding operation, ready to absorb new farms, growers, and processing facilities across four countries.
Related Case Studies
