Tag Archives: Strategy Chasm

Crossing the EA Chasm: Open Repository Strategies for Enterprise Architecture

[Updated October 27, 2016]

In a recent posting (Crossing the Enterprise Architecture Chasm), I offered a definition for the term Enterprise Architecture Chasm, the practical gap that will always exist between enterprise architecture and an organization’s systems, strategies, assets, and processes (and the companion Strategy Chasm that exists between an organization’s motivation and strategy and its enterprise architecture).


Figure 1. Progressive Enterprise Architecture Map

In this posting, I describe the “ModelMate” project – the creation of an open EA repository software solution that assists in crossing the EA Chasm. “ModelMate” is a codename for this project (also read the p.s. at the bottom of this posting). Caveat: This posting will be somewhat technical but regardless of who you  are, you’ll find the example use cases to be insightful.


ModelMate is a working implementation of a Microsoft SQL Server and Neo4j graph database-based repository for managing arbitrarily large collections of arbitrary entities, properties, relationships, views, etc.to enable analysis, visualization, and understanding using easily-available open source and COTS (commercial off the shelf) business intelligence (BI), data visualization, and machine learning (ML) platforms, tools and cloud services.


The ModelMate schema is modeled more or less after The Open Group ArchiMate Model File Exchange File Format (EFF) with several extensions; including support for multi-tenancy, 2D and 3D entities, 3D views of 2D and 3D entities, processing history, versioning, annotations (including usage and performance data), automated heat maps, replication and synchronization. Read/write access to the repository is supported using an entity-based .NET API.  Importing and exporting of EFF files is fully supported. The physical repository is a highly normalized SQL Server database. Here is what the high-level ModelMate architecture looks like.


Figure 2. Use Case 1. Cloud migration of custom .NET desktop apps, services, and web applications

ModelMate can run anywhere: on your laptop, Windows server, virtual server, data center, or in the cloud; anywhere you can use SQL Server Express, SQL Server, or Azure SQL Server.

Use Case 1: Cloud migration of custom .NET desktop apps, services, and web applications

In this scenario, a .NET Entity Discovery component scans the compiled .NET executables (.EXE files) and library assemblies (.DLL files); calling the ModelMate API to create a model in the ModelMate repository.  A separate component uses the EFF Exporter capability to read the ModelMate model and create an EFF file containing the model data.  In this specific scenario, Archi was used to read the ModelMate model and support real-time exploration of the .NET application’s architecture. At this point in the project, views are being created manually but highly facilitated by the design of the model and Archi’s Visualizer and Navigation features.  Here’s a sample of a view created from the resulting ModelMate model as well as a screenshot of what the actual dual-screen user experience looks like.

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Figure 3. VetContext ModelMate Model imported into Archi

The broader use case is system analysis and assessment to support migration of on-premise custom .NET desktop, service and web applications to the cloud.

The above model is large; containing:

  • 190,000 properties and values
  • 25,000 labels
  • 16,000 relationships
  • 8,700 elements

The EFF file is 52MB in size;. the resulting Archi .archimate file, 34MB in size.

Because ModelMate models are based on the EFF file format, any EFF compatible modeler such as BiZZdesign Enterprise Studio or SPARX Enterprise Architect can also be used.

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Figure 4. VetContext ModelMate Model imported into SPARX Enterprise Architect

SPARX EA’s automated layout and routing capabilities proved to be quite valuable – especially when the burden of importing extremely large numbers of elements and relationships into any of these tools is reduced to a few mouse clicks.

Use Case 2: Support for COTS (commercial-off-the-shelf) Business Intelligence tools

Because the ModelMate Repository schema is based on the EFF format (with extensions) and is realized as a SQL Server database, it is easy to produce any myriad of visualizations and perform analysis using easily-available COTS and open source tools such as Microsoft Power BI interactive data visualization tools, and the R language for statistical computing. Detailed examples with be added to this article over the next few weeks.


Figure 5. ModelMate Logical Architecture

Given the enormous user communities and large libraries of user-contributed data analysis, machine learning, and visualization components available for each of these platforms (as well as Power BI’s support for R), there are no limits to what you can do with a ModelMate model.

Best regards,
Michael Herman (Toronto)
Parallelspace Corporation

p.s. At this point, there are no specific plans to commercialize the ModelMate project but if you think ModelMate can help make what you’re trying to accomplish a bit easier to realize, please email me at mwherman@parallelspace.net.

* ArchiMate is a registered trademark of The Open Group


Filed under ArchiMate, Architecture Reference Models, Crossing the EA Charm, Definitions, Enterprise Architecture, ModelMate

Crossing the Enterprise Architecture Chasm


Enterprise Architecture Chasm

What is the Enterprise Architecture Chasm?  First, a quick Google search didn’t find any previous references to the term Enterprise Architecture Chasm, at least not in the context I’m using it.  So what am I talking about?  We need to recognize the difference, the practical gap, that will always exist between EA models, plans, and other artifacts and an enterprise’s actual strategies, systems, assets, and processes. There will always be a gap because of several factors:

  • Time to design
  • Time to plan
  • Time to act
  • Time to operate
  • Time to measure new outcomes

and, lastly, the completeness and faithfulness of transformative changes that are actually implemented relative what’s documented in the enterprise architecture.  Here’s a picture highlighting this gap, the Enterprise Architecture Chasm.


Figure 1. Total Enterprise Architecture Model (TEAM): Enterprise Architecture Chasm

This iterative 4-step management cycle is called the Continuous Transformation Framework. At a given time, there isn’t just 1 Continuous Transformation cycle at work in an organization but there can be several, even hundreds, dependent on the size and complexity of your enterprise.

Homework Question: Which dimensions or metrics can be used to characterize or benchmark the size of the Enterprise Chasm in an organization?

Strategy Chasm

Is the EA Chasm the only chasm?  No.  In most organizations, there is most likely a Strategy Chasm as well – the gap between the organization’s motivations and strategies and what is represented and planned for in the enterprise architecture.  Same set of issues.  They just occur earlier in the process.  Here’s an example of the Strategy Chasm. (Click to enlarge this diagram.)


Figure 2. Team Enterprise Architecture Model (TEAM): Strategy Chasm and Enterprise Architecture Chasm

In the Fall of 2016, two webinars were presented that looked how to extend traditional enterprise architecture methods (e.g. TOGAF) to be more complete/fill in some gaps.  The first talk, 7 Reasons Why IT4IT™ is Good for Architects presented by Dan Warfield and Sven van Dijk, looked to The Open Group’s IT4IT for answers on how to cross the enterprise architecture chasm. The second talk, BIZBOK® Guide and TOGAF® Standard: Business Architecture Value Proposition presented by Chris Armstrong  and Wally McLaughlin, looked at a related set of problems from a Business Architecture and BIZBOK perspective.

To what extent are your EA methods, repositories, and tools helping your organization cross the Strategy Chasm and the EA Chasm?

Will IT4IT and BIZBOK and other methods (e.g. ITIL) help cross or close the gap?

“Time will tell…”

Best regards,
Michael Herman (Toronto)
Parallelspace Corporation

p.s. These diagrams on based on the Progressive Enterprise Architecture Model described here.


Filed under ArchiMate, Architecture Reference Models, continuous transformation, Crossing the EA Charm, Digital Transformation, Enterprise Architecture, Enterprise Architecture Chasm, IoT, ModelMate