Best Practices for Large Scale Connectors

We define a large-scale connector strategy as one that produces over 5000 Work Units in BWX per sync request.A work unit in BWX is a combination of a file + workflow step + language pair. So a project with 5 files, 2 workflow steps (Translation + Review), and 5 languages will result in 50 work units.
Gabriel Fairman
2 min
Table of Contents

We define a large-scale connector strategy as one that produces over 5000 Work Units in BWX per sync request.A work unit in BWX is a combination of a file + workflow step + language pair. So a project with 5 files, 2 workflow steps (Translation + Review), and 5 languages will result in 50 work units. You can see how it's not that difficult to go over 5000 Work Units when you begin to multiply these variables.It's tempting to want to centralize everything in a single project, but our experience shows that with large-scale connectors, grouping projects by language pair is the best way to go.This may seem like simply a matter of how you choose to define a project but it goes much deeper than that. In this article we will dissect the impact of this decision in terms of:

  1. Message Brokering
  2. Problem-solving
  3. Risk-mitigation
  4. Queuing/performance
  5. Automation potential
  6. Management Ease
  7. Scalability

Message Brokering1) Messaging grows exponentially with large-scale connectors. We have seen connectors that create over 1MM messages per synchronization request. This results in tremendous server activity and performance issues that can be mitigated by dividing projects per locale.Problem Solving2) This is directly tied to risk-mitigation. But in localization we often see issues that are restricted to a given locale and how it impacts the parsing. segmentation and pre/post processing of a given set of files. By dismembering between locales, you can create locale specific RegularExpressions, processing rules, segmentation that provides so much more flexibility as far as the overall architecture is concerned. Rather than working restricted with fixes that work across the board, you can iterate based on locale and ultimately reach a more mature as well as predictable behavior pattern when you work based on locales.Risk Mitigation3) By decoupling projects into one per locale you will mitigate management risks because if something goes wrong in a given locale that does not mean that the entire pull-request/delivery mechanism is compromised. You can isolate, and naturally compartmentalize issues. This may not seem like a thing during SOP but when unexpected issues come up (and they always do in localization), you will be grateful for having built a brick house as opposed to one made of hay.Queuing/Performance4) Instead of lining up 150,000 elements for processing for instance, you can line up 15,000 elements ten times. Again, this does not seem like a big difference since you will ultimately have to process the same 150,000 elements but having the flexibility to process serially vs. in parallel or opportunistically as desired gives you so much more flexibility as well as performance bandwidth.Automation Potential5) Typically project decisions and workflows will be asymmetrical across locales. Separating projects per locale gives you far greater flexibility as far as automation potential long-term. You can have a scenario where you have entirely different parameters as well as data-sets when you segregate per locale as opposed to consolidating all elements together.Management6) This one is also counter-intuitive. From a management perspective typically consolidation is the best-practice for better governance. But in large-scale connectors the opposite is true. A project will naturally filter per locale, allowing different project managers to own different parts of the project more easily, reducing use of filters to generate reports and creating greater simplicity as far as tracking what is going on per locale.Scalability7) With large-scale connectors you will reach a point where it simply becomes unmanageable to scale by grouping all work-units together into a single project. By separating you lay down the framework for a program that is easier to scale long-term. Remember that things multiply when it comes to work units and messages. By separating per locale you eliminate one of the large multiplying variables, allowing you to scale up much more easily.ConclusionThere is an illusion that consolidation is better. One pull-request per project makes everyone's life easier. While that holds true for small scale connectors, it falls apart in large scale ones. Our goal is always to deliver the most elegant and reliable solutions to our clients and we have seen again and again that with large scale situations that divide and conquer is the way to go.

Consolidating in a Single ProjectSeparating per localeEntire Project has a 0 or 1 statusStatus can be stratified per localeSingular parsing, filtering and RegEx FrameworkFlexibile framework per localeSingle-lane queuing per projectFlexible queuing and processing naturally distributing processingFiltering per locale within the projectOne less filtering stepAutomation rules that work across the boardLocale specific automation parameters and dataAll-eggs in one basket from a risk perspectiveRisk distributed across localesComplex to isolate and troubleshootOne less huge variable making it easier to trouble-shoot

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Gabriel Fairman
Founder and CEO of Bureau Works, Gabriel Fairman is the father of three and a technologist at heart. Raised in a family that spoke three languages and having picked up another three over the course of his life, he has always been fascinated with the role language plays in identity and the creation of meaning. Gabriel loves to cook, play the guitar, tennis, soccer, and ski. As far as work goes, he enjoys being at the forefront of innovation and mobilizing people and teams together toward a mission. In recognition of his outstanding contributions, Gabriel was honored with the 2023 Innovator of the Year Award at LocWorld Silicon Valley.
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