August 2026
What if your team could build and modernize Ellucian Data Connect pipelines up to 5x faster?
That is what we are now seeing with Akaden, our Agentic AI engineering platform built on years of Banner, Colleague and Data Connect modernization experience. We have validated it through dozens of higher education customer engagements, helping institutions modernize to SaaS.
Akaden connects requirements, engineering review, testing and validation in one workflow, reducing manual effort, accelerating delivery and helping lower project budgets.
In this issue, we are sharing a selection of recent modernization projects, along with practical Data Connect implementation patterns our engineers have documented from the field. These projects represent only part of the Ellucian modernization work our team has recently delivered.
Meet Akaden
Akaden helps teams build and modernize Banner and Colleague integrations on Ellucian Data Connect using specialized AI agents.
The agents assist with analysis, specifications, development, testing and troubleshooting while engineers continue to set goals, review the work, make decisions and validate outcomes.
Based on our internal use, Akaden helps achieve up to 5x faster Data Connect pipeline development, depending on pipeline complexity and scope.
Built from real Ellucian modernization experience, Akaden can work with Amazon Bedrock, OpenAI and other leading AI providers while keeping project context, engineering tools and human review in one workflow.
Explore Akaden and book a demo
Read our Akaden case study in the ABCloudz blog
Recent Ellucian modernization projects
The projects below are only a selection of the Banner and Ellucian SaaS modernization work our team has recently delivered.
We used Akaden to simplify and accelerate delivery across this work, reducing manual engineering effort and helping lower project budgets while keeping specifications, implementation, testing and review under engineering control.
Each project started with a different legacy process, business rule or external system. The common goal was the same: preserve the behavior the institution still needed while moving away from unsupported on-premises dependencies.
403(b) contribution limits for Fidelity
Banner-to-Fidelity retirement contributions
Fidelity retirement benefits in Banner SaaS
Perceptive Content Financial Aid integration
TouchNet third-party sponsor billing
JasperReports invoices in Data Connect
Banner enrollment reconciliation
Late graduation processing in Banner SaaS
Banner eligibility logic for TouchNet
Point and Click immunization integration
TouchNet and DATAMATX student billing
Data Connect know-how from the field
Real modernization projects also produce practical engineering lessons that are useful well beyond a single implementation.
Our engineers have been documenting recurring Ellucian Data Connect problems, edge cases and implementation patterns from real development and troubleshooting work. The series focuses on specific technical questions and shows practical ways to solve them.
Ellucian Data Connect tips and implementation patterns
This growing catalog brings the series together in one place. Each post focuses on one implementation problem, explains why it occurs and presents a reusable pattern for solving it.
Topics include:
- Oracle scalar functions with PostgreSQL CROSS JOIN LATERAL
- ::param:: vs %%AND_FILTER%% in Spec API SQL
- Reducer results in message.payload
- Oracle cursor logic with JavaScript filter/reduce
- Audit messages across pipeline steps
- Large-payload JSON.stringify failures
- Nil GUID inserts for Banner Job Detail through Ethos
- Output files in Data Connect Framework v3.1
- Parameter validation against Banner reference data
- Parameter validation in Framework v3.1
- Sequential forEach loops
What could your team modernize faster?
Every institution has its own mix of Banner and Colleague integrations, custom jobs, reports and business rules that still need to work after the move to SaaS.
ABCloudz can help identify what needs to remain, redesign it around supported Ellucian architecture and use Akaden to reduce manual engineering effort and accelerate delivery while keeping engineers in control.
If your team is planning an Ellucian SaaS transition or working through a modernization backlog, talk with us about what should come next.