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Holger Lierse

Holger Lierse

Global Head of Partner Delivery & Principal Technical Consultant

I authored

77

articles. I write about:

Analytics

44

Analytics and Reporting

43

Tracking success metrics

40

Order Workflows

38

Other resources

11

Implementation

9

Increase speed-to-market

8

Rule performance

8

Developer tooling

8

Rule SDK

8

Boiler plates and reference modules

7

Utility bundle

7

Inventory processing

6

Fluent Big Inventory

5

Inventory quantity

5

Availability management

5

Inventory entities

5

GraphQL query

5

GraphQL

5

API

5

Event

5

Integrate

4

Enterprise Inventory Availability (GI)

4

Intelligent Inventory Processing

4

Inventory Reference Module

4

Decision logic / Orchestration

4

Event API

4

Optimize Fluent Commerce

3

Platform flexibility

3

Reference Apps

2

Order domain entities

2

Fulfillment domain entities

2

Inventory management lifecycle

2

Virtual inventory position

2

Inventory Batch API

2

Responsive Sourcing

2

UX framework

Content components

Setting

UI Component SDK

Webhook

Configuration manifest

Store customer service

Product entities

Web Apps

Object attributes

Entities

Account

Order entity

Fulfillment lifecycle

Order management lifecycle

Inventory position

Inventory monitoring

Batch processing

Implement Fluent Commerce

Order Orchestration

Workflow

Single Sign-On (SSO)

User management

Testing

Support and maintain

Monitor and alert

API recommendations

Core API

Authentication API

Batch API

Docs I have written

Aged Last On Hand By Product Metric
Edited 339 days ago
Allocate and Manage Stock by Sales Channel
Edited 101 days ago
Roles & Permissions for Embedded Analytics
Edited 3 days ago
Access to Fluent Embedded Analytics is controlled through a combination of permissions and role-based access control (RBAC). This document defines the permission model, role requirements, and configuration patterns for access to Fluent Analytics.Access to Fluent Analytics is controlled through a two-layer model: users must be assigned a role that 
  • has the `ANALYTICS_VIEW` permission AND 
  • is listed in the Analytics Query definition.
Embedded Analytics Query Settings
Edited 4 days ago
Embedded Analytics Queries are configured through settings that map query names to analytics resources in the Fluent Analytics backend services. Each setting follows the pattern `fc.analytics.queries.{domain}` and defines available queries, their resource locations, access permissions, and optional default parameters. Use this document to:
  • Understand query setting structure and naming conventions
  • Configure new analytics queries
  • Set default parameters for queries
  • Control query access through role-based permissions
Query Structure for Embedded Analytics
Edited 3 days ago
This document defines the structure and syntax for querying the Fluent Embedded Analytics backend services. Analytics Queries reference pre-configured metrics by name (called "targets"), rather than defining individual fields like standard GraphQL queries. Targets provide controlled access to analytics metrics with built-in role-based permissions. Use this document to: 
  • Understand and construct analytics GraphQL queries 
  • Understand target name format and how it links to query settings
  • Configure filter parameters to refine query results 
  • Integrate analytics into dashboards and web applications
Average Fulfillment Time Metric
Edited 312 days ago
Average Fulfillment Time Metric
Edited 214 days ago
Learn about the Average Fulfillment Time Metric in Fluent Analytics
Average Return Order Items Metric
Edited 339 days ago
Average Return Order Items Metric
Edited 214 days ago
Learn about the Average Return Order Items Metric in Fluent Analytics
Average Return Order Value Metric
Edited 339 days ago
Average Return Order Value Metric
Edited 214 days ago
Learn about the Average Return Order Value Metric in Fluent Analytics
New Settings Form Component for Fluent Apps
Edited 674 days ago
Debugging the Component SDK
Edited 774 days ago
Configuring Fluent Embedded Analytics: A Step-by-Step Guide
Edited 3 days ago
Controls Utilities Overview
Edited today
The Controls Utilities library (`util-controls`) applies controls to a catalog position in a consistent, reusable way. Rather than each rule reimplementing how to find and apply controls, a rule calls `ControlUtils.applyControls(...)`, which loads the required data from GraphQL, evaluates the applicable controls, and returns an updated position together with an audit of every change.
Display JSON in Mystique (Admin Console)
Edited 687 days ago
Fill Rate Metric
Edited 312 days ago
Utility Bundles - Core, Dynamic and Test
Edited 354 days ago
Fluent Embedded Analytics
Edited 3 days ago
Fluent Embedded Analytics puts dashboards and individual metric tiles inside your Fluent web apps, on the page where the work happens. A user sees the number that matters without leaving the screen they are already working on.It is built for monitoring in context: four reference dashboards covering Orders, Fulfillments, Inventory, and Returns, plus the ability to place any single metric on any page. Metrics come from the Fluent Metrics Library.
Fulfillments By Location Metric
Edited 312 days ago
Getting Started with the Utility Bundles
Edited 361 days ago
GraphQL All-In-One Inventory Queries
Edited 781 days ago
Retrieve inventory position, variant product, virtual base position and virtual aggregate position records based on input parameters.
GraphQL Cheatsheet
Edited 781 days ago
  • Collection of GraphQL samples handy for accessing Fluent OMS
GraphQL Inventory Queries
Edited 485 days ago
Sample Inventory Queries that can be used on a daily basis.
GraphQL order by ID with flags in parameter
Edited 781 days ago
Retrieve an order by `id` with flags to drive the retrieval of sub-entities.
GraphQL Product Queries
Edited 443 days ago
Sample Product Queries that can be used on a daily basis
How Sourcing Utilities work
Edited 45 days ago
The articles below will walk you through the Sourcing Utilities (`util-sourcing`), designed to simplify implementing complex sourcing logic and reduce repetitive code.PrerequisitesBefore diving in, make sure you have:
Storing HTTP links on Entities with Attributes (Admin Console)
Edited 687 days ago
Introducing Analytics Studio: Explore, Investigate, and Act on Your Data
Edited 53 days ago
Introducing Data Model and GraphQL APIs for Future Inventory and Stock Segmentation
Edited 92 days ago
Inventory Coverage Days Metric
Edited 312 days ago
Inventory Quantity Status Breakdown Metric
Edited 312 days ago
Location Utils
Edited 338 days ago
The `LocationUtils` class in the `util-sourcing` is a utility class that provides utilities for location-based sourcing decisions. It handles location-specific sourcing logic including distance calculations, location availability checks, and provide location-based caching optimization.
IPC vs. IPU – Understanding Inventory Measuring Models in Fluent Commerce
Edited 445 days ago
Fluent Commerce supports two different models for measuring inventory updates: Inventory Position Updates (IPU) and Inventory Position Changes (IPC). These models play a key role in how we track and charge for inventory processing activity on the platform.With the introduction of Inventory Batch Pre-Processing (BPP) and advancements in ingestion optimization, IPC has emerged as the modern, cost-efficient model. This article outlines the differences between IPU and IPC, how they relate to inventory processing, and when each is applicable.
Isolate and Trace Stock by Manufacturer and Batch
Edited 101 days ago
Operations & Monitoring
Edited 149 days ago
There are numerous ways of monitoring the Fluent platform and its functionality. We can distinguish between different types of monitoring, such as business or technical monitoring.
Orchestration & Audit Events
Edited 350 days ago
This article describes the details of the different events in the Fluent platform and provides the required base knowledge for troubleshooting. This article expects that you have a good understanding of the Fluent Event Execution process and how Events are matched before the corresponding business logic is executed.
Order Utils
Edited 8 days ago
The `OrderUtils` class in the `util-sourcing` is a utility class that provides order-specific utilities for sourcing operations. It handles order-related sourcing operations including fulfillment creation, fulfillment type determination, and order item management.
Platform Performance & Security Updates - August 2026
Edited 4 days ago
Platform Performance Enhancements - August 2026
Edited 18 days ago
Platform Performance Enhancements - March 2026
Edited 172 days ago
Promise and Reserve Stock Before It Arrives
Edited 101 days ago
Retailer Setup in SSO-Enabled Accounts
Edited 436 days ago
Creating new retailers within an SSO-enabled account involves specific considerations to ensure seamless integration and secure user management. This section provides guidelines on how to set up new retailers effectively post-SSO enablement.
Return Rate Metric
Edited 339 days ago
Return Rate Metric
Edited 214 days ago
Learn about the Return Rate Metric in Fluent Analytics
Return Reason Ratio Metric
Edited 339 days ago
Return Reason Ratio Metric
Edited 214 days ago
Learn about the Return Reason Ratio Metric in Fluent Analytics
Sell Through Rate Metric
Edited 312 days ago
Filtering Embedded Analytics Queries by Status
Edited 3 days ago
SKU Velocity Metric
Edited 312 days ago
Sold Inventory Metric
Edited 312 days ago
Sourcing Context Utils
Edited 338 days ago
`SourcingContextUtils` in the `util-sourcing` is a utility class for managing sourcing context and data loading operations. It provides methods to create and populate sourcing contexts with order details, unfulfilled items, and supporting data required for sourcing decisions.
Sourcing Utilities Overview
Edited 45 days ago
The `util-sourcing` library is a comprehensive collection of utility functions designed to minimize the overhead and complexity of writing sourcing logic in your Fluent Commerce rules.PrerequisitesThese articles assumes you're familiar with:
  • Java
  • Maven
  • JUnit
Sourcing Utils
Edited 14 days ago
The `SourcingUtils` class in the `util-sourcing` bundle is the main utility class that orchestrates the entire sourcing process within a rule. It provides core helper methods such as loading a sourcing profile, initializing the sourcing context, and executing the sourcing logic configured in the profile. Each stage supports multiple customization points.
Top 10 Frequently Purchased Products Metric
Edited 312 days ago
Top 10 Products Fulfilled Metric
Edited 312 days ago
Top 10 Reserved Products Metric
Edited 312 days ago
Top 10 Returned Products Metric
Edited 312 days ago
Top 10 Short Picked Products Metric
Edited 312 days ago
Top Returned Products Metric
Edited 339 days ago
Top 10 Returned Products Metric
Edited 214 days ago
Learn about the Top 10 Returned Products Metric in Fluent Analytics
Total Available Metric
Edited 312 days ago
Total Completed Fulfillments Metric
Edited 312 days ago
Total Correction Metric
Edited 312 days ago
Total Escalated Fulfillments Metric
Edited 312 days ago
Total Expired Fulfillments Metric
Edited 312 days ago
Total Failed Fulfillments Metric
Edited 312 days ago
Total On Hand Metric
Edited 312 days ago
Total Partially Fulfilled Fulfillments Metric
Edited 312 days ago
Total Return Amount Metric
Edited 339 days ago
Total Return Amount Metric
Edited 214 days ago
Learn about the Total Return Amount Metric in Fluent Analytics
Total Return Orders Metric
Edited 339 days ago
Total Return Orders Metric
Edited 92 days ago
Learn about the Total Return Orders Metric in Fluent Analytics
Total Successful Fulfillments Metric
Edited 312 days ago
Track and Allocate Stock by Origin and Expiry Date
Edited 101 days ago
REST API Error Codes Overview
Edited 452 days ago
Fluent REST API returns specific HTTP Error Codes which may vary depending on the API endpoint and are explained in this document.
Virtual Position Queries
Edited 781 days ago
Sample Virtual Position Queries that can be used on a daily basis
Disclaimer: All information and resources found on community.fluentcommerce.com are based on the opinions of the author (unless otherwise noted). All information is intended to inspire and motivate well thought through technical decisions inline with Fluent Commerce recommended practices and principles.

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