Question Eduard Lebedyuk · Mar 4, 2025

I have an Embedded Python method, which is essentially a call to one third-party module.

Most of the time, the method takes <0.1 seconds to execute, but sometimes it takes 30 or 60 seconds.

The server is relatively idle (20-30% CPU load).

How can I debug this issue further? Ideally, I want to know where this library spends the time. The library is mainly Python code (it's boto3, so it's not a Python C API proxy library).

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Article Dmitrij Vladimirov · Dec 16, 2025 6m read

Table of Contents

  1. Introduction
  2. Version Control
  3. Exporting Classes
  4. Exporting BI Analytics classes
  5. Exporting globals

Introduction.

In this article, we'll cover a quick start to Git development with the InterSystems Developer Community and version control practices when working with IRIS InterSystems. We'll cover scenarios where we need to export Interoperability classes, globals, and analytics elements such as cubes and dashboards. These scenarios encompass key version control practices with IRIS.

To get started, you'll need:

  1. Register and log in to GitHub
  2. Be a member of the intersystems-community organization on Git

Getting started with IRIS InterSystems is very simple!

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Announcement Anastasia Dyubaylo · Dec 16, 2025

Hi Community,

Let's meet at the online meetup with the winners of the InterSystems "Bringing Ideas to Reality" Contest! It's a great opportunity to chat with the InterSystems experts team and our contestants.

Winners' demo included!

Date & Time: Thursday, December 18, 11:00 am EST | 5:00 pm CEST

Join us to learn more about winners' applications and to speak with our experts.

➡️ REGISTER TODAY

See you all at our virtual meetup! 

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Article Anastasia Dyubaylo · Nov 27, 2025 3m read

Every thriving technical community has individuals whose curiosity, perseverance, and generosity help shape its collective knowledge. In the InterSystems Developer Community, one such contributor is @Scott Roth, who has been an inspiring presence for nearly a decade.

👏 Let’s take a closer look at Scott's remarkable journey and his impact on the InterSystems ecosystem.

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Announcement Anastasia Dyubaylo · Dec 8, 2025

Hi Community,

On December 7, 2025, the InterSystems Developer Community officially celebrated its 10th anniversary! 🥳🎉

And now we honor this decade of learning, collaboration, problem-solving, and advancing InterSystems technologies. Whether you’ve been here since the beginning or joined recently, thank you for your contributions, questions, ideas, and support. This milestone belongs to all of you 💖 You’ve built this community into what it is today, and we’re truly grateful!

As part of the celebration, we invited you to participate in a special anniversary video. And boy, you delivered! Thank you to everyone who took the time to share their greetings, memories, and kind words.

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Question Patrick Miller · Dec 15, 2025

For the question in the Title, the AI Chat gave a response of:


The ‘Current Users’ value displayed by the $System.License.ShowSummary() method represents 
real-time license usage tracked in shared memory on the local system.

We are trying to reconcile which user/process are associated with the counts that are returned.

Does anyone know how to get the detail of 'license usage tracked in shared memory on the local system.'?

Thanks you for your time.

- Patrick

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Discussion Anastasia Dyubaylo · Dec 11, 2025

As part of our 10th anniversary celebration, we invite you to take part in a discussion reflecting on your experience with the InterSystems Developer Community.

Over the past decade, thousands of members have shaped this space through knowledge sharing, collaboration, and meaningful connections — and your voice is an integral part of that history.

We encourage you to join the conversation and share your story. In the comments, please tell us:

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Question Hassan Mirza · Dec 3, 2025

I need to read first six characters from the filename we process in healthconnect, then need to insert these six characters in MSH-6 in the same HL7 message. (please note each file can have multiple HL7 messages with multiple MSH segments)

Is something can be done when first process the file, then insert first characters MSH-6?

Please advice if this is an easy fix.

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Question Hassan Mirza · Nov 13, 2025

Working on interfaces, trying to add simple email alert (link below) under "Operations"

https://docs.intersystems.com/healthconnect20231/csp/docbook/DocBook.UI…

if the message is good,  health connect processes ok.

if the message has an ERROR, it held up the message in Queue (keep retrying), then subsequent messages held up in the queue as well to be processed. Because of the message held up in Queue, Operation for TCP connection also turning blue.

Please advice.

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Question Martin Staudigel · Dec 2, 2025

Hi community,

we recently updated our Health Connect instance from 2021.1 to 2024.1 and also migrated to new hardware. The production environment is connected to an enterprise message bank system.

After going live with the new system we recognized, that enterprise system nodes in the messagebank were automatically created using a hostname for the "Web IP Address" setting, which actually had changed (to the hostname of the former production environment) before starting the production and sending messages.

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Article John Murray · Dec 15, 2025 1m read

It was encouraging to see more people building VS Code extensions for the recent contest. However I noticed that of of the three extensions requiring credentials with which to make their connections only mine, gj :: dataLoader, leverages the long-established and officially-supported InterSystems Server Manager extension to obtain the connection definitions and to handle credentials securely.

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Question Dmitrii Baranov · Dec 14, 2025

Hi,

I need a simple function for formatting a string, like in Python or C#. That's easy:

Class Very.Very.Long.Class.Name
{
ClassMethod Format(fmt As %String, args...) As %String [ Language = python ]
{
return fmt.format(*args)
}
}

To simplify calls, I want to wrap the function into a macro:

ROUTINE StringUtil [Type=INC]

#define FMT(%fmt,%a0)                                           ##class(Very.Very.Long.Class.Name).Format(%fmt,%a0)
/// #define FMT(%fmt,%a0,%a1)                              ##class(Very.Very.Long.Class.Name).Format(%fmt,%a0,%a1)
/// #define FMT(%fmt,%a0,%a1,%a2)
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Article Muhammad Waseem · Dec 8, 2025 4m read


Apache Airflow is the leading open-source platform to programmatically author, schedule, and monitor data pipelines and workflows using Python. Workflows are defined as code (DAGs), making them version-controlled, testable, and reusable. With a rich UI, 100+ built-in operators, dynamic task generation, and native support for cloud providers, Airflow powers ETL/ELT, ML pipelines, and batch jobs at companies like Airbnb, Netflix, and Spotify.

Airflow Application Layout
Dag Details Page in light mode showing overview dashboard and failure diagnostics

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Article Roy Leonov · Mar 1, 2025 22m read

Introduction

In today's rapidly evolving threat landscape, organizations deploying mission-critical applications must implement robust security architectures that protect sensitive data while maintaining high availability and performance. This is especially crucial for enterprises utilizing advanced database management systems like InterSystems IRIS, which often powers applications handling highly sensitive healthcare, financial, or personal data.

This article details a comprehensive, multi-layered security architecture for deploying InterSystems IRIS clusters on AWS using Kubernetes (EKS) and

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Article Pietro Di Leo · Dec 9, 2025 4m read

Hello Community! 👋
Welcome to the second part of the IRIS IO Utility series. This extension represents my submission for the InterSystems "Bringing Ideas to Reality" Contest 2025 and offers you an intuitive and powerful interface for importing and exporting data directly inside VS Code.

If you find this extension useful, please consider voting for me at the contest!


In the previous article, we covered:

  • Exten
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Article Kate Lau · Dec 12, 2025 3m read

Hi everyone. Long time no see. Again, I would like to share what I am studying recently Create Foreign Tables Using SQL via JDBC.

Since I am learning about the IRIS BI at the same time, so I started with this Sample-BI docker environment

https://github.com/intersystems/Samples-BI

After starting the environment, login to the management portal http://localhost:52773/csp/sys/UtilHome.csp  with the user Superuser.

Switch the namespace to IRISAPP.

😀 We will find out that all the sample data are stored in this namespace IRISAPP. Let's find a simple table for testing the Foreign Table feature 🤣

System

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Article Georgii Tatevosian · Mar 30, 2025 5m read


Introduction

As AI-driven automation becomes an essential part of modern information systems, integrating AI capabilities into existing platforms should be seamless and efficient. The IRIS Agent project showcases how generative AI can work effortlessly with InterSystems IRIS, leveraging its powerful interoperability framework—without the need to learn Python or build separate AI workflows from scratch.
This project explores how ChatGPT and Anthropic Claude, two of the most advanced AI models, can interact with IRIS using Custom GPTs and the Model Context Protocol (MCP).

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Article Hiroshi Sato · May 16, 2024 1m read

InterSystems FAQ rubric

Too run SQL in Terminal use $system.SQL.Shell().

Please refer to the sample below.

SAMPLES>do $System.SQL.Shell()
SQL Command Line Shell
---------------------------------------------------- The command prefix is currently set to: <>.
Enter q to quit, ? for help.
SAMPLES>>select * from Sample.Vendor
1. select * from Sample.Vendor Vendor Balance Contact DaysClear DiscDays DiscRate LastInvDate LastPayDate MinPayment Name NetDays PayFlag TaxReportingAddress_City Address_State Address_Street Address_Zip
: *If you press Enter without entering anything on the first line, it will
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