Octue

Strands documentation

Overview

Getting started

Get started with Strands

Glossary

JSON Schema fundamentals

Introduction

Key JSON Schema concepts

Anatomy of a JSON Schema

JSON Schema best practices

Use cases

Standardizing scientific data management: Enhancing research efficiency with Strands

<h2 class="slate-h2 " >The pain points of data governance</h2><p class="slate-p " >Large enterprises face increasing pressure to maintain data quality, ensure compliance, and facilitate collaboration across teams. Modern relational databases increasingly support JSON, but managing JSON-based schemas at scale becomes a major challenge without proper governance. A lack of standardization leads to fragmented data models, compliance risks, and inefficiencies in collaboration.</p><h3 class="slate-h3 " >🧩 Challenge 1: Schema fragmentation across teams</h3><p class="slate-p " >Without a centralized schema repository, teams develop and manage schemas independently, leading to inconsistencies, redundant work, and integration issues. See the example of the UK&apos;s <a href="https://conference.json-schema.org/presentation/JSON%20Schema%20for%20data%20design%20and%20contract.pdf" target="_blank">Driver and Vehicle Licensing Agency (DVLA)</a>.</p><h3 class="slate-h3 " >🧩  Challenge 2: Lack of version control and compliance tracking</h3><p class="slate-p " >Manual schema management makes it difficult to track changes, enforce data standards, and maintain audit trails for compliance purposes.</p><h3 class="slate-h3 " >🧩  Challenge 3: Time-consuming and costly manual processes to maintain data compliance</h3><p class="slate-p " >You and your team likely spend countless hours manually managing schemas, validating formats, and resolving inconsistencies—wasting valuable resources that could be better spent on strategic initiatives.</p><h2 class="slate-h2 " >Strands: Enforcing proactive data governance and compliance for long-term security</h2><p class="slate-p " >Strands is a specialized platform for creating, publishing, and managing JSON Schemas that provides enterprise-grade controls for data governance. Our solution empowers your data management team to establish and enforce data standards while facilitating collaboration between technical and business teams.</p><h3 class="slate-h3 " >💡<strong class="slate-bold">  Solution 1: Centralized schema repository - Say goodbye to data silos</strong></h3><ul class="slate-ul " ><li class="slate-li " ><div style="position:relative">What it does: Strands provides a central hub where all your organization&apos;s JSON schemas are stored, managed, and distributed.</div></li><li class="slate-li " ><div style="position:relative">What this means for you: You eliminate schema inconsistencies across teams and projects, making data integration seamless and improving data quality organization-wide. Teams across your enterprise work with the same schema definitions, drastically reducing data validation errors.</div></li></ul><h3 class="slate-h3 " >💡<strong class="slate-bold">  Solution 2: Version control and audit trails - Maintain control and compliance</strong></h3><ul class="slate-ul " ><li class="slate-li " ><div style="position:relative">What it does: Strands implements semantic versioning for all schemas, allowing you to track changes, identify breaking updates, and maintain backward compatibility.</div></li><li class="slate-li " ><div style="position:relative">What this means for you: You gain complete visibility into schema evolution with clear audit trails. Your teams can confidently update schemas knowing which changes are breaking and which are compliant with industry regulations, while having the ability to roll back to previous versions when needed.</div></li></ul><h3 class="slate-h3 " >💡<strong class="slate-bold">  Solution 3: Schema composition and referencing - Build complex data models</strong></h3><ul class="slate-ul " ><li class="slate-li " ><div style="position:relative">What it does: Strands allows teams to reference and reuse schema components across multiple schemas, promoting standardization and reducing duplication of work.</div></li><li class="slate-li " ><div style="position:relative">What this means for you: You can build and maintain complex data models from reusable components, ensuring consistency across your organization while simplifying maintenance. When a core component changes, all schemas referencing it automatically inherit those changes.</div></li></ul><h2 class="slate-h2 " >The Strands difference</h2><ul class="slate-ul " ><li class="slate-li " ><div style="position:relative"><strong class="slate-bold">Increased efficiency:</strong> Replace hours of manual schema management with automated version tracking and distribution, freeing your team to focus on higher-value data governance initiatives.</div></li><li class="slate-li " ><div style="position:relative"><strong class="slate-bold">Cost savings:</strong> Eliminating redundant schema management efforts leads to significant cost reductions in enterprise data operations.</div></li><li class="slate-li " ><div style="position:relative"><strong class="slate-bold">Ease of use:</strong> With an intuitive interface and upcoming no-code schema editor, Strands makes schema governance accessible to both technical and non-technical users.</div></li><li class="slate-li " ><div style="position:relative"><strong class="slate-bold">Automated validation workflow:</strong> Prevent breaking changes across teams by automatically validating schemas against specifications, ensuring references are resolved correctly, and verifying examples within schemas.</div></li></ul><h2 class="slate-h2 " >Real-world example: DVLA&apos;s schema management approach</h2><p class="slate-p " >The <a href="https://conference.json-schema.org/presentation/JSON%20Schema%20for%20data%20design%20and%20contract.pdf" target="_blank">UK&apos;s DVLA</a> has implemented a similar schema management approach to what Strands offers. With over 1,600 schemas in their data dictionary, they&apos;ve built internal tools to manage schemas at scale, validate changes, and generate code. Their vision aligns perfectly with Strands: &quot;Make it easy for teams to use standard data models and naming conventions across their data, contracts, and code.&quot;</p><p class="slate-p " >What took the DVLA significant internal development resources to build is available immediately with Strands as a ready-to-use platform. Their success demonstrates the value of centralized schema management in government and enterprise settings.</p><h2 class="slate-h2 " >Get started with Strands</h2><p class="slate-p " >The first step toward better data governance is to <a href="https://strands.octue.com/account/signup" target="_blank">sign-up for Strands</a> and <a href="67a364563abce46030e148c8/67a3645ca91c8ffa44ab795e" target="_blank">create your first Strand</a>. Our platform provides immediate benefits with seamless integration into your existing systems and workflows. Visit <a href="https://strands.octue.com/" target="_blank">our website</a> to learn more or <a href="https://uk.linkedin.com/company/octue" target="_blank">contact us</a> directly to schedule a personalized demonstration.</p><h2 class="slate-h2 " >What you can expect</h2><p class="slate-p " >After implementing Strands, your organization will experience:</p><p class="slate-p " >⏱️ Reduction in time spent managing schema changes and resolving schema-related issues within the first quarter.</p><p class="slate-p " >✅ Significantly improved data quality metrics within 3-6 months as standardized schemas are adopted across teams.</p><p class="slate-p " >🛡️ Enhanced compliance posture with complete auditability of schema changes and usage across your enterprise.</p><p class="slate-p " >🚀 Streamlined development processes as teams work from the same standard data models across applications.</p><div class="slate-hr"><hr contenteditable="false" class="slate-HrElement-hr"/></div><h2 class="slate-h2 " >Ready to optimize your data governance framework for future scalability?</h2><p class="slate-p " ><a href="https://strands.octue.com/account/signup" target="_blank">Create a free account</a> and start your journey with Strands or <a href="https://uk.linkedin.com/company/octue" target="_blank">send us a message</a> and let us know your needs, we&apos;re here to help you.</p><p class="slate-p " ></p>

Mitigating data governance risks: Future-proofing enterprise data with Strands

<h2 class="slate-h2 " >The struggle for a unified data format across diverse technical equipment</h2><p class="slate-p " >As a systems engineer, you manage data from different technical equipment and face significant challenges with data standardization and management. Each system outputs data in a different format, forcing you to create custom transformations that break when equipment changes. These fragmented, manual processes waste engineering time and introduce errors that compromise operational reliability. Strands automates these data standardization processes, streamlining your equipment data pipelines and eliminating the constant struggle to maintain consistency across your technical ecosystem.</p><h3 class="slate-h3 " >🧩  Challenge 1: Fragmented data across multiple systems</h3><p class="slate-p " >You must manage data from numerous equipment types, each with its own format and structure, creating a fragmented data landscape that&apos;s difficult to unify.</p><h3 class="slate-h3 " >🧩  Challenge 2: Time-consuming manual data transformation</h3><p class="slate-p " >You spend countless hours cleaning, transforming, and normalizing data from different sources, taking valuable time away from your core engineering tasks.</p><h3 class="slate-h3 " >🧩  Challenge 3: Limited tools for data standardization</h3><p class="slate-p " >Without specialized tools, maintaining consistent data definitions across your systems requires extensive custom coding and complex technical workflows.</p><h2 class="slate-h2 " >Why Strands + JSON Schema is a game-changer for automating equipment data pipelines</h2><p class="slate-p " >JSON Schema is a powerful way to standardize, validate, and govern data structures across your organization. Learn more about what JSON Schema is and why it&apos;s important to ensure data consistency in our Introduction to JSON Schema. Strands is a comprehensive JSON Schema management platform designed specifically to address the unique challenges you face as a systems engineer. Our solution empowers you to standardize data collection across your equipment while reducing manual transformation efforts.</p><h3 class="slate-h3 " >💡  Solution 1: Centralized schema repository - single source of truth</h3><ul class="slate-ul " ><li class="slate-li " ><div style="position:relative">What it does: Provides a centralized hub to store, manage, and distribute all your JSON schemas across your organization.</div></li><li class="slate-li " ><div style="position:relative">What this means for you: No more scattered data definitions across your various systems or teams. With Strands, you maintain a consistent data structure across all equipment, dramatically reducing fragmentation and improving data reliability.</div></li></ul><h3 class="slate-h3 " >💡  Solution 2: Schema versioning and distribution - controlled evolution</h3><ul class="slate-ul " ><li class="slate-li " ><div style="position:relative">What it does: Implements semantic versioning for your schemas and distributes them via a global CDN, ensuring consistent access across all environments.</div></li><li class="slate-li " ><div style="position:relative">What this means for you: As your equipment configurations change or new data requirements emerge, you can evolve your schemas in a controlled manner without breaking existing integrations. Your teams always access the correct schema version, eliminating inconsistencies and errors.</div></li></ul><h3 class="slate-h3 " >💡<strong class="slate-bold">  Solution 3: No-code schema editor - simplified schema creation (Coming soon)</strong></h3><ul class="slate-ul " ><li class="slate-li " ><div style="position:relative">What it does: Provides an intuitive visual interface for creating and modifying JSON schemas without coding expertise.</div></li><li class="slate-li " ><div style="position:relative">What this means for you: You can design and implement standardized data structures across your equipment without extensive technical knowledge, democratizing schema creation and allowing you to focus on engineering rather than data formatting.</div></li></ul><h2 class="slate-h2 " >The Strands difference</h2><ul class="slate-ul " ><li class="slate-li " ><div style="position:relative"><strong class="slate-bold">Increased efficiency:</strong> Strands reduces the time you spend on data transformation allowing you to focus on analysis and optimization rather than data cleaning.</div></li><li class="slate-li " ><div style="position:relative"><strong class="slate-bold">Ease of use:</strong> Our platform is designed for users with varying technical expertise, making schema management accessible to your entire team without requiring specialized JSON knowledge.</div></li><li class="slate-li " ><div style="position:relative"><strong class="slate-bold">Scalability and flexibility:</strong> As your equipment inventory grows, Strands scales with you, handling everything from a few schemas to thousands while maintaining performance and accessibility.</div></li></ul><h2 class="slate-h2 " >Get started with Strands</h2><p class="slate-p " >Automate your equipment data pipelines in minutes, not months. <a href="https://strands.octue.com/account/signup" target="_self">Sign-up for Strands</a> and <a href="67a364563abce46030e148c8/67a3645ca91c8ffa44ab795e" target="_blank">create your first schema</a> within minutes.</p><p class="slate-p " >Watch your manual data transformation hours disappear as your equipment data is automated through consistent pipelines.</p><h2 class="slate-h2 " >What you can expect</h2><p class="slate-p " >After implementing Strands, you will experience:</p><p class="slate-p " >⏱️ Reduction in time spent on manual data cleaning and transformation within the first month.</p><p class="slate-p " >💯 Improved data reliability with standardized validation across all your equipment within weeks.</p><p class="slate-p " >🔄 Simplified collaboration between your teams working with the same standardized data definitions.</p><h2 class="slate-h2 " >Ready to automate your equipment data pipelines with Strands?</h2><p class="slate-p " ><a href="https://uk.linkedin.com/company/octue" target="">Contact us</a> directly to schedule a personalized demonstration.</p><p class="slate-p " ><a href="https://strands.octue.com/account/signup" target="">Start automating today!</a></p><p class="slate-p " ></p>

Automating equipment data pipelines: Enhancing operational efficiency with Strands

Streamlining API development: Centralized schema management with Strands

Troubleshooting and FAQs

 Fix schema reference validation in Strands

FAQs

Product updates

Release notes

Product roadmap

Support and feedback

Getting Started

Production

<p class="slate-p slate-indent-0" style="0px">Learn everything you need to know about managing and sharing JSON Schemas with Strands, your complete schema repository solution.</p><p class="slate-p slate-indent-0" style="0px">Strands is your centralized JSON Schema management tool that empowers teams to easily create, publish, and share schemas. With built-in semantic versioning (SemVer) for tracking changes, global CDN distribution for speed, and robust collaboration features, Strands accelerates your development workflow. Maintain consistent data quality across applications through our modern schema registry and editor.</p><p class="slate-p slate-indent-0-1-1" style="NaNpx"></p><div style="text-align:center"><img src="https://theneo-prod-public.s3.us-east-1.amazonaws.com/168c7578-050f-4e6d-ab54-f12f259c3d10.png" style="
              width:549px;
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         /></div><p class="slate-p slate-indent-0-1-1" style="NaNpx"></p><h2 class="slate-h2 " >Create an account</h2><p class="slate-p slate-indent-0" style="0px">Create a Strands account using your email to start building JSON schemas. Choose between a free account or a monthly subscription. As a non-profit venture, all funds support the JSON Schema community and the broader open-source ecosystem.</p><a href="https://strands.octue.com/account/signup" target="_blank" class=card-anchor><div class="card-box" style="width:60%;"><svg width="24" height="24" viewBox="0 0 24 24" fill="none" class="icon-style" xmlns="http://www.w3.org/2000/svg"> <g clipPath="url(#clip0_2631_4537)"> <path d="M22.3188 4.43107L8.49985 18.2491C8.40694 18.3423 8.29652 18.4164 8.17494 18.4669C8.05336 18.5174 7.923 18.5434 7.79135 18.5434C7.65969 18.5434 7.52933 18.5174 7.40775 18.4669C7.28617 18.4164 7.17576 18.3423 7.08285 18.2491L1.73885 12.9001C1.64594 12.8068 1.53552 12.7328 1.41394 12.6823C1.29236 12.6318 1.162 12.6058 1.03035 12.6058C0.898693 12.6058 0.768335 12.6318 0.646752 12.6823C0.52517 12.7328 0.414756 12.8068 0.321847 12.9001C0.22857 12.993 0.154557 13.1034 0.104056 13.225C0.053554 13.3466 0.0275574 13.4769 0.0275574 13.6086C0.0275574 13.7402 0.053554 13.8706 0.104056 13.9922C0.154557 14.1137 0.22857 14.2242 0.321847 14.3171L5.66785 19.6621C6.23179 20.225 6.99604 20.5411 7.79285 20.5411C8.58965 20.5411 9.3539 20.225 9.91785 19.6621L23.7358 5.84707C23.829 5.75418 23.9029 5.64383 23.9533 5.52234C24.0037 5.40085 24.0296 5.2706 24.0296 5.13907C24.0296 5.00753 24.0037 4.87729 23.9533 4.7558C23.9029 4.63431 23.829 4.52396 23.7358 4.43107C23.6429 4.33779 23.5325 4.26378 23.4109 4.21328C23.2894 4.16278 23.159 4.13678 23.0273 4.13678C22.8957 4.13678 22.7653 4.16278 22.6438 4.21328C22.5222 4.26378 22.4118 4.33779 22.3188 4.43107Z" fill="#374957"/> </g> <defs> <clipPath id="clip0_2631_4537"> <rect width="24" height="24" fill="white"/> </clipPath> </defs> </svg><div ><p class="slate-p slate-indent-0" style="0px">Sign-up to Strands</p><p class="slate-p slate-indent-0" style="0px">Create an account with your email</p></div></div></a><p class="slate-p " ></p><h2 class="slate-h2 " >Getting started</h2><p class="slate-p slate-indent-0" style="0px">If you&apos;re new to Strands, start here to learn the essentials of using JSON Schema and create your first Strand in our online editor. </p><p class="slate-p slate-indent-0" style="0px"></p><div class=card-group-box style="width:100%; min-width:540px;"><a href="https://app.theneo.io/octue/strands-documentation/getting-started/get-started-with-strands" target="_blank" class="card-box-anchor"><svg width="24" height="24" viewBox="0 0 24 24" fill="none" class="icon-style" xmlns="http://www.w3.org/2000/svg"> <g clipPath="url(#clip0_2631_5353)"> <path d="M18 6.99959C18 7.19737 17.9414 7.39071 17.8315 7.55516C17.7216 7.71961 17.5654 7.84778 17.3827 7.92347C17.2 7.99916 16.9989 8.01896 16.8049 7.98038C16.6109 7.94179 16.4327 7.84655 16.2929 7.7067C16.153 7.56685 16.0578 7.38866 16.0192 7.19468C15.9806 7.0007 16.0004 6.79963 16.0761 6.61691C16.1518 6.43418 16.28 6.278 16.4444 6.16812C16.6089 6.05824 16.8022 5.99959 17 5.99959C17.2652 5.99959 17.5196 6.10495 17.7071 6.29249C17.8946 6.48002 18 6.73438 18 6.99959ZM14 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9.6124 17.8485 10.3166 17.9097C11.0208 17.9708 11.7239 17.7813 12.302 17.3746C13.2814 16.705 14.2017 15.9529 15.053 15.1266C18.653 11.5266 20.163 7.33959 21.909 2.49359L21.985 2.28259C22.0012 2.24554 22.0053 2.20432 21.9966 2.16482C21.988 2.12531 21.9671 2.08954 21.937 2.06259Z" fill="#374957"/> </g> <defs> <clipPath id="clip0_2631_5353"> <rect width="24" height="24" fill="white"/> </clipPath> </defs> </svg><div ><p class="slate-p slate-indent-0" style="0px">Get started with Strands</p><p class="slate-p slate-indent-0" style="0px">Create your first strand</p></div></a><a href="https://app.theneo.io/octue/strands-documentation/fundamentals" target="_blank" class="card-box-anchor"><svg width="24" height="24" viewBox="0 0 24 24" fill="none" class="icon-style" xmlns="http://www.w3.org/2000/svg"> <g clipPath="url(#clip0_2631_4457)"> <path d="M20.1371 24C19.7672 23.999 19.4011 23.9247 19.0601 23.7813C18.719 23.638 18.4097 23.4285 18.1501 23.165L12.0001 17.051L5.85012 23.169C5.45515 23.5697 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21.752C19.6834 21.8694 19.8338 21.9492 19.9973 21.9811C20.1608 22.0131 20.3302 21.9959 20.4839 21.9317C20.6377 21.8675 20.769 21.7592 20.8612 21.6204C20.9535 21.4816 21.0025 21.3186 21.0021 21.152V5C21.0021 4.20435 20.6861 3.44129 20.1234 2.87868C19.5608 2.31607 18.7978 2 18.0021 2H6.00012Z" fill="#374957" /> </g> <defs> <clipPath id="clip0_2631_4457"> <rect width="24" height="24" fill="white" /> </clipPath> </defs> </svg><div ><p class="slate-p slate-indent-0" style="0px">JSON Schema fundamentals</p><p class="slate-p slate-indent-0" style="0px">Learn the fundamentals of JSON Schema and master best practices to create schemas</p></div></a></div><p class="slate-p " ></p><h2 class="slate-h2 " >Need help? </h2><p class="slate-p slate-indent-0" style="0px">Browse our GitHub discussions to find solutions, share feedback, and ask questions. Our community and team are here to help you build the future of data together. </p><a href="https://github.com/orgs/octue/discussions" target="_blank" class=card-anchor><div class="card-box" style="width:60%;"><svg width="24" height="24" viewBox="0 0 24 24" fill="none" class="icon-style" xmlns="http://www.w3.org/2000/svg"> <g clipPath="url(#clip0_2631_5322)"> <path d="M0 22.9993V15.9993C0.00264685 13.6132 0.951708 11.3255 2.63896 9.63829C4.32622 7.95103 6.61386 7.00197 9 6.99933H13.83V5.41333C13.8301 5.01783 13.9474 4.63123 14.1672 4.30241C14.387 3.97359 14.6993 3.71731 15.0647 3.56597C15.4301 3.41464 15.8322 3.37503 16.2201 3.45216C16.608 3.5293 16.9643 3.71971 17.244 3.99933L23.124 9.87832C23.6864 10.4409 24.0024 11.2038 24.0024 11.9993C24.0024 12.7948 23.6864 13.5577 23.124 14.1203L17.244 19.9993C16.9643 20.2789 16.608 20.4693 16.2201 20.5465C15.8322 20.6236 15.4301 20.584 15.0647 20.4327C14.6993 20.2813 14.387 20.025 14.1672 19.6962C13.9474 19.3674 13.8301 18.9808 13.83 18.5853V16.9993H8C6.40919 17.0009 4.88399 17.6336 3.75911 18.7584C2.63424 19.8833 2.00159 21.4085 2 22.9993C2 23.2645 1.89464 23.5189 1.70711 23.7064C1.51957 23.8939 1.26522 23.9993 1 23.9993C0.734784 23.9993 0.48043 23.8939 0.292893 23.7064C0.105357 23.5189 0 23.2645 0 22.9993ZM15.83 7.99932C15.83 8.26454 15.7246 8.51889 15.5371 8.70643C15.3496 8.89397 15.0952 8.99932 14.83 8.99932H9C7.14414 9.00144 5.36489 9.73962 4.05259 11.0519C2.7403 12.3642 2.00212 14.1435 2 15.9993V17.7133C2.74957 16.8603 3.67249 16.1769 4.70715 15.7089C5.74182 15.2409 6.86441 14.999 8 14.9993H14.83C15.0952 14.9993 15.3496 15.1047 15.5371 15.2922C15.7246 15.4797 15.83 15.7341 15.83 15.9993V18.5853L21.709 12.7063C21.8965 12.5188 22.0018 12.2645 22.0018 11.9993C22.0018 11.7342 21.8965 11.4798 21.709 11.2923L15.83 5.41333V7.99932Z" fill="#374957"/> </g> <defs> <clipPath id="clip0_2631_5322"> <rect width="24" height="24" fill="white"/> </clipPath> </defs> </svg><div ><h3 class="slate-h3 " >GitHub discussions</h3><p class="slate-p " >Ask questions, share feedback, and find solutions</p></div></div></a><p class="slate-p " ></p>

Learn everything you need to know about managing and sharing JSON Schemas with Strands, your complete schema repository solution.

Strands is your centralized JSON Schema management tool that empowers teams to easily create, publish, and share schemas. With built-in semantic versioning (SemVer) for tracking changes, global CDN distribution for speed, and robust collaboration features, Strands accelerates your development workflow. Maintain consistent data quality across applications through our modern schema registry and editor.

Create a Strands account using your email to start building JSON schemas. Choose between a free account or a monthly subscription. As a non-profit venture, all funds support the JSON Schema community and the broader open-source ecosystem.

If you're new to Strands, start here to learn the essentials of using JSON Schema and create your first Strand in our online editor. 

Browse our GitHub discussions to find solutions, share feedback, and ask questions. Our community and team are here to help you build the future of data together. 

<p class="slate-p " >Strands is an online application designed to simplify the creation, publishing, and management of JSON Schemas. It provides a centralized schema management platform that enables developers, data engineers, and technical teams to maintain control and consistency across their data structures.</p><p class="slate-p " >This <em class="slate-italic">Getting started</em> section introduces you to Strands and helps you begin your journey with the platform. Here, you&apos;ll find:</p><ul class="slate-ul " ><li class="slate-li " ><div style="position:relative">A detailed <a href="67a3645ca91c8ffa44ab795e" target="_blank"><strong class="slate-bold">Get started guide</strong></a><strong class="slate-bold"> </strong> that walks you through initial setup and basic operations</div></li><li class="slate-li " ><div style="position:relative">A comprehensive <a href="67a364563abce46030e148c8/67a4c6eb13fef684c6573d02" target="_blank"><strong class="slate-bold">Glossary</strong></a> that clarifies the technical vocabulary used throughout the documentation</div></li></ul><p class="slate-p " >The following sections will guide you through Strands&apos; core concepts and help you quickly become productive with the platform.</p>

Strands is an online application designed to simplify the creation, publishing, and management of JSON Schemas. It provides a centralized schema management platform that enables developers, data engineers, and technical teams to maintain control and consistency across their data structures.

 section introduces you to Strands and helps you begin your journey with the platform. Here, you'll find:

The following sections will guide you through Strands' core concepts and help you quickly become productive with the platform.

<p class="slate-p " ><p class="slate-p " >JSON Schema is a powerful tool for validating, documenting, and controlling the structure of JSON data. <span style="background-color:rgb(8, 8, 8);color:rgba(255, 255, 255, 0.84)">Whether you&apos;re just starting with JSON Schema or looking to improve existing implementations, having a solid foundation of JSON Schema concepts </span>will help streamline data management and improve interoperability across different applications. By treating your schemas as first-class citizens in your development process, you&apos;ll create more robust, maintainable, and effective systems.</p><p class="slate-p " >This section provides a comprehensive foundation in JSON Schema concepts and practical guidance to help you implement JSON Schema effectively across your organization.</p></p><h3 class="slate-h3 " >What You&apos;ll Learn</h3><p class="slate-p " >In this section, you&apos;ll explore:</p><ul class="slate-ul " ><li class="slate-li " ><div style="position:relative"><a href="67a3647b7411545922f7990d/67a4c71d048eed046160ccda" target="_blank"><strong class="slate-bold">Introduction to JSON Schema</strong></a>: Understand the purpose, benefits, and common use cases for JSON Schema in modern data ecosystems.</div></li><li class="slate-li " ><div style="position:relative"><a href="67a3647b7411545922f7990d/67cb0e36b68baa949d1faf2a" target="_blank"><strong class="slate-bold">Key JSON Schema concepts</strong></a>: Learn about the building blocks that drive effective schema design and implementation.</div></li><li class="slate-li " ><div style="position:relative"><a href="67a3647b7411545922f7990d/67cb1987b68baa949d2038d9" target="_blank"><strong class="slate-bold">Anatomy of a JSON Schema</strong></a>: Examine the structural components that make up a schema and how they work together. </div></li><li class="slate-li " ><div style="position:relative"><a href="67cb13e987235bce886041b8/67a4c72d048eed046160ccf4" target="_blank"><strong class="slate-bold">JSON Schema best practices</strong></a>: Master the essential practices for creating effective schemas that balance validation rigor with practical implementation requirements.</div></li></ul><p class="slate-p " >Armed with these fundamentals, you&apos;ll be positioned to fully leverage Strands as your centralized schema repository. Strands doesn&apos;t just store your JSON Schemas—it transforms them into living, collaborative assets that drive consistency and take your organization&apos;s schema management to new heights of efficiency and reliability.</p><p class="slate-p " ></p><p class="slate-p " ></p>

Armed with these fundamentals, you'll be positioned to fully leverage Strands as your centralized schema repository. Strands doesn't just store your JSON Schemas—it transforms them into living, collaborative assets that drive consistency and take your organization's schema management to new heights of efficiency and reliability.

<p class="slate-p " ><p class="slate-p " >Welcome to the <em class="slate-italic">Use Cases</em> section of the Strands documentation. This collection of resources highlights practical examples of how Strands&apos; powerful schema management platform can solve real-world challenges across various industries. Each use case demonstrates how Strands enables organizations to streamline workflows, improve data consistency, and ensure data governance, all while enhancing efficiency and collaboration.</p><p class="slate-p " >Explore how Strands is used to:</p><ul class="slate-ul " ><li class="slate-li " ><div style="position:relative"><strong class="slate-bold">Enhance research efficiency</strong> by <a href="67a4c953048eed046163274f/67dec2da808534b1f337fa17" target="_blank">standardizing scientific data management and ensuring reproducibility</a>. </div></li><li class="slate-li " ><div style="position:relative"><strong class="slate-bold">Future-proof enterprise data</strong> by <a href="67a4c953048eed046163274f/67dd1c6f2b9b64f6500ad0b0" target="_blank">mitigating data governance risks and simplifying compliance</a>. </div></li><li class="slate-li " ><div style="position:relative"><a href="67a4c953048eed046163274f/67dd1cf1923a00b3bef4ebd2" target="_blank"><strong class="slate-bold">Automate equipment data pipelines</strong></a> to boost operational efficiency in complex environments. </div></li><li class="slate-li " ><div style="position:relative"><a href="67a4c953048eed046163274f/67cc75d1b68baa949d293dd6" target="_blank"><strong class="slate-bold">Streamline API development</strong></a> with centralized schema management to improve collaboration and reduce errors. </div></li></ul><p class="slate-p " >These case studies provide actionable insights into how adopting Strands can transform your organization&apos;s data management practices, making it easier to handle data at scale, improve accuracy, and drive innovation.</p></p><p class="slate-p " ></p>

<h2 class="slate-h2 " >Understanding scientific data management pain points</h2><p class="slate-p " >As a researcher, you know that managing and sharing scientific data is crucial for collaboration and reproducibility. However, inconsistent formats, manual data cleaning, and data structure misalignment slow down research progress and introduce errors. Without a standardized approach, you spend more time fixing data issues than making discoveries.</p><h3 class="slate-h3 " >🧩 Challenge 1: Inconsistent data formats across research collaborations</h3><p class="slate-p " >When collaborating with colleagues across different institutions or departments, you often encounter inconsistent data formats and structures. Without standardized schemas, you waste hours cleaning, reformatting, and integrating data before analysis can even begin. This problem is particularly acute in fields like <a href="https://medium.octue.com/72-hours-at-windeurope-architecture-f5adf4a5788b" target="_blank">wind energy research</a>, where complex power curve data requires precise formatting for meaningful analysis.</p><h3 class="slate-h3 " >🧩 Challenge 2: Difficulty maintaining research reproducibility</h3><p class="slate-p " >Scientific integrity depends on reproducibility, yet maintaining consistent data structures across experiments, researchers, and periods is challenging. Without properly documented and enforced data schemas, reproducing results becomes unnecessarily complicated, and valuable research findings may be questioned or underutilized.</p><h3 class="slate-h3 " >🧩 Challenge 3: Time lost on data curation instead of scientific inquiry</h3><p class="slate-p " >You became a researcher to make discoveries and advance knowledge, not to spend hours on data management. The <a href="https://www.anaconda.com/resources/whitepaper/state-of-data-science-report-2022" target="_blank">2022 State of Data Science</a> by Anaconda Foundation reports that data scientists can spend around 38% of their time on data preparation tasks rather than analysis and interpretation. This imbalance represents a significant opportunity cost for your research progress.</p><h2 class="slate-h2 " >How Strands + JSON Schema transforms scientific data management</h2><p class="slate-p " ><a href="67a3647b7411545922f7990d/67a4c71d048eed046160ccda" target="_blank">JSON Schema</a> it&apos;s a powerful way to define the structure, constraints, and documentation for your data. It acts like a blueprint or template that ensures all your data follows a consistent format. This standardization is crucial for scientific workflows where precision and consistency directly impact research outcomes. Learn more about JSON Schema in our comprehensive introduction.</p><p class="slate-p " >Strands is an online repository that allows you to create, publish, and manage JSON Schemas designed specifically to address the unique challenges faced by scientific researchers like you. Our solution empowers your team to standardize data formats while facilitating seamless collaboration across research projects.</p><h3 class="slate-h3 " >💡 Solution 1 - Centralized schema management</h3><ul class="slate-ul " ><li class="slate-li " ><div style="position:relative">What it does: Strands provides a centralized repository for all your JSON schemas, accessible to everyone on your team with appropriate permissions.</div></li><li class="slate-li " ><div style="position:relative">What this means for you: You can finally establish and maintain consistent data formats across all your research projects. Instead of wasting time reformatting data between collaborations, you can focus on actual analysis and discovery. When working with complex data like wind turbine power curves, everyone uses the same standardized format, eliminating interpretation errors and inconsistencies.</div></li></ul><h3 class="slate-h3 " >💡 Solution 2 - Version control and change tracking</h3><ul class="slate-ul " ><li class="slate-li " ><div style="position:relative">What it does: Strands implements proper versioning using SemVer (Semantic Versioning), allowing you to track schema evolution, highlight breaking changes, and facilitate rollback to previous versions when needed.</div></li><li class="slate-li " ><div style="position:relative">What this means for you: You can confidently evolve your data structures as your research advances while maintaining backward compatibility with existing datasets. This ensures research reproducibility even as methodologies evolve, providing a clear audit trail of data structure changes throughout your research process.</div></li></ul><h3 class="slate-h3 " >💡 Solution 3 - Collaborative schema management with fine-grained permissions</h3><ul class="slate-ul " ><li class="slate-li " ><div style="position:relative">What it does: Strands enables controlled collaboration with team-based permissions and secure sharing capabilities for your schemas.</div></li><li class="slate-li " ><div style="position:relative">What this means for you: You can collaborate with colleagues across institutions while maintaining appropriate access controls for sensitive research data. Easily share standardized schemas with external collaborators without compromising data security or intellectual property, facilitating wider research collaboration without the typical data formatting headaches.</div></li></ul><h2 class="slate-h2 " >Real-world applications: how standardized schemas improve research efficiency in the wind energy sector</h2><p class="slate-p " >The wind energy industry offers a powerful example of how structured data schemas can revolutionize research efficiency. Before standardization, wind turbine power curves lacked a consistent format, requiring manual transcription into machine-readable formats—an error-prone and time-consuming process. At <a href="https://medium.octue.com/72-hours-at-windeurope-architecture-f5adf4a5788b" target="_blank">WindEurope</a>, industry experts highlighted a simple yet crucial rule:</p><h4 class="slate-h4 " >&quot;Always, always, ALWAYS start with data structure.&quot;</h4><p class="slate-p " >Defining a schema upfront brings clarity to your research workflow, ensuring every dataset follows a standardized format.</p><p class="slate-p " >Recognizing this inefficiency, <a href="https://www.octue.com/" target="_blank">Octue</a> developed a <a href="https://github.com/octue/power-curve-schema?tab=readme-ov-file" target="_blank">JSON schema for power curve data</a> that guarantees consistency in both input and output data for wind research projects. The goal? Minimize errors, reduce time spent on manual data curation, and enhance collaboration. This approach aligns seamlessly with Strands&apos; commitment to schema-first data management.</p><p class="slate-p " >For scientific researchers, this means:</p><ul class="slate-ul " ><li class="slate-li " ><div style="position:relative">You can design your schema in Strands before collecting or analyzing data.</div></li><li class="slate-li " ><div style="position:relative">The schema serves as documentation for your team and future collaborators.</div></li><li class="slate-li " ><div style="position:relative">Your data collection tools can validate against the schema in real time.</div></li><li class="slate-li " ><div style="position:relative">Analysis code can rely on a consistent data structure, reducing errors.</div></li></ul><p class="slate-p " >By adopting a schema-first approach, you eliminate manual data cleaning, improve research reproducibility, and future-proof your datasets—just as the wind energy sector has done.</p><h2 class="slate-h2 " >The Strands difference</h2><p class="slate-p " >What sets our solution apart from alternatives in the market:</p><ul class="slate-ul " ><li class="slate-li " ><div style="position:relative">Time recovery: Researchers using standardized schemas report spending up to 60% less time on data cleaning and preparation, freeing you to focus on scientific discovery rather than data management.</div></li><li class="slate-li " ><div style="position:relative">Enhanced research quality: With consistent data validation against published schemas, you&apos;ll experience fewer data-related errors and greater confidence in your research outcomes.</div></li><li class="slate-li " ><div style="position:relative">Simplified onboarding: New team members can quickly understand your data structure through well-documented schemas, reducing the learning curve for new collaborators and accelerating research progress.</div></li><li class="slate-li " ><div style="position:relative">Future-proof research: As your research evolves, Strands grows with you, allowing you to adapt your schemas while maintaining compatibility with existing data and workflows.</div></li></ul><h2 class="slate-h2 " >Get started with Strands</h2><p class="slate-p " >To standardize your research data, begin by <a href="https://strands.octue.com/account/signup" target="_blank">registering for Strands</a> and <a href="67a364563abce46030e148c8/67a3645ca91c8ffa44ab795e" target="_blank">creating your first Strand</a>. Our platform integrates smoothly with your current systems, offering instant advantages. Explore our website or <a href="https://uk.linkedin.com/company/octue" target="_blank">reach out to us</a> for a customized demo.</p><h2 class="slate-h2 " >What you can expect</h2><p class="slate-p " >After implementing Strands, your research team will experience:</p><p class="slate-p " >⏱️ A reduction in time spent on data formatting and cleaning within the first month.</p><p class="slate-p " >🤝 Improved collaboration with both internal and external research partners, with seamless data exchange.</p><p class="slate-p " >🔬 Significantly enhanced research reproducibility, leading to greater confidence in your findings and increased citation potential for your published work.</p><div class="slate-hr"><hr contenteditable="false" class="slate-HrElement-hr"/></div><h2 class="slate-h2 " >Ready to standardize your research data with Strands?</h2><p class="slate-p " >Eliminate data formatting delays and accelerate your research, <a href="https://uk.linkedin.com/company/octue" target="_blank">schedule your personalized demo</a> today. </p><p class="slate-p " ></p>

Understanding scientific data management pain points

As a researcher, you know that managing and sharing scientific data is crucial for collaboration and reproducibility. However, inconsistent formats, manual data cleaning, and data structure misalignment slow down research progress and introduce errors. Without a standardized approach, you spend more time fixing data issues than making discoveries.

🧩 Challenge 1: Inconsistent data formats across research collaborations

When collaborating with colleagues across different institutions or departments, you often encounter inconsistent data formats and structures. Without standardized schemas, you waste hours cleaning, reformatting, and integrating data before analysis can even begin. This problem is particularly acute in fields like 

, where complex power curve data requires precise formatting for meaningful analysis.

🧩 Challenge 2: Difficulty maintaining research reproducibility

Scientific integrity depends on reproducibility, yet maintaining consistent data structures across experiments, researchers, and periods is challenging. Without properly documented and enforced data schemas, reproducing results becomes unnecessarily complicated, and valuable research findings may be questioned or underutilized.

🧩 Challenge 3: Time lost on data curation instead of scientific inquiry

You became a researcher to make discoveries and advance knowledge, not to spend hours on data management. The 

 by Anaconda Foundation reports that data scientists can spend around 38% of their time on data preparation tasks rather than analysis and interpretation. This imbalance represents a significant opportunity cost for your research progress.

How Strands + JSON Schema transforms scientific data management

 it's a powerful way to define the structure, constraints, and documentation for your data. It acts like a blueprint or template that ensures all your data follows a consistent format. This standardization is crucial for scientific workflows where precision and consistency directly impact research outcomes. Learn more about JSON Schema in our comprehensive introduction.

Strands is an online repository that allows you to create, publish, and manage JSON Schemas designed specifically to address the unique challenges faced by scientific researchers like you. Our solution empowers your team to standardize data formats while facilitating seamless collaboration across research projects.

💡 Solution 1 - Centralized schema management

💡 Solution 2 - Version control and change tracking

💡 Solution 3 - Collaborative schema management with fine-grained permissions

Real-world applications: how standardized schemas improve research efficiency in the wind energy sector

The wind energy industry offers a powerful example of how structured data schemas can revolutionize research efficiency. Before standardization, wind turbine power curves lacked a consistent format, requiring manual transcription into machine-readable formats—an error-prone and time-consuming process. At 

, industry experts highlighted a simple yet crucial rule:

"Always, always, ALWAYS start with data structure."

Defining a schema upfront brings clarity to your research workflow, ensuring every dataset follows a standardized format.

 that guarantees consistency in both input and output data for wind research projects. The goal? Minimize errors, reduce time spent on manual data curation, and enhance collaboration. This approach aligns seamlessly with Strands' commitment to schema-first data management.

By adopting a schema-first approach, you eliminate manual data cleaning, improve research reproducibility, and future-proof your datasets—just as the wind energy sector has done.

What sets our solution apart from alternatives in the market:

To standardize your research data, begin by 

. Our platform integrates smoothly with your current systems, offering instant advantages. Explore our website or 

After implementing Strands, your research team will experience:

⏱️ A reduction in time spent on data formatting and cleaning within the first month.

🤝 Improved collaboration with both internal and external research partners, with seamless data exchange.

🔬 Significantly enhanced research reproducibility, leading to greater confidence in your findings and increased citation potential for your published work.

Ready to standardize your research data with Strands?

Eliminate data formatting delays and accelerate your research, 

<h2 class="slate-h2 " >The pain points of data governance</h2><p class="slate-p " >Large enterprises face increasing pressure to maintain data quality, ensure compliance, and facilitate collaboration across teams. Modern relational databases increasingly support JSON, but managing JSON-based schemas at scale becomes a major challenge without proper governance. A lack of standardization leads to fragmented data models, compliance risks, and inefficiencies in collaboration.</p><h3 class="slate-h3 " >🧩 Challenge 1: Schema fragmentation across teams</h3><p class="slate-p " >Without a centralized schema repository, teams develop and manage schemas independently, leading to inconsistencies, redundant work, and integration issues. See the example of the UK&apos;s <a href="https://conference.json-schema.org/presentation/JSON%20Schema%20for%20data%20design%20and%20contract.pdf" target="_blank">Driver and Vehicle Licensing Agency (DVLA)</a>.</p><h3 class="slate-h3 " >🧩  Challenge 2: Lack of version control and compliance tracking</h3><p class="slate-p " >Manual schema management makes it difficult to track changes, enforce data standards, and maintain audit trails for compliance purposes.</p><h3 class="slate-h3 " >🧩  Challenge 3: Time-consuming and costly manual processes to maintain data compliance</h3><p class="slate-p " >You and your team likely spend countless hours manually managing schemas, validating formats, and resolving inconsistencies—wasting valuable resources that could be better spent on strategic initiatives.</p><h2 class="slate-h2 " >Strands: Enforcing proactive data governance and compliance for long-term security</h2><p class="slate-p " >Strands is a specialized platform for creating, publishing, and managing <a href="67a3647b7411545922f7990d/67a4c71d048eed046160ccda" target="_blank">JSON Schemas</a> that provides enterprise-grade controls for data governance. Our solution empowers your data management team to establish and enforce data standards while facilitating collaboration between technical and business teams.</p><h3 class="slate-h3 " >💡<strong class="slate-bold">  Solution 1: Centralized schema repository - Say goodbye to data silos</strong></h3><ul class="slate-ul " ><li class="slate-li " ><div style="position:relative">What it does: Strands provides a central hub where all your organization&apos;s JSON schemas are stored, managed, and distributed.</div></li><li class="slate-li " ><div style="position:relative">What this means for you: You eliminate schema inconsistencies across teams and projects, making data integration seamless and improving data quality organization-wide. Teams across your enterprise work with the same schema definitions, drastically reducing data validation errors.</div></li></ul><h3 class="slate-h3 " >💡<strong class="slate-bold">  Solution 2: Version control and audit trails - Maintain control and compliance</strong></h3><ul class="slate-ul " ><li class="slate-li " ><div style="position:relative">What it does: Strands implements semantic versioning for all schemas, allowing you to track changes, identify breaking updates, and maintain backward compatibility.</div></li><li class="slate-li " ><div style="position:relative">What this means for you: You gain complete visibility into schema evolution with clear audit trails. Your teams can confidently update schemas knowing which changes are breaking and which are compliant with industry regulations, while having the ability to roll back to previous versions when needed.</div></li></ul><h3 class="slate-h3 " >💡<strong class="slate-bold">  Solution 3: Schema composition and referencing - Build complex data models</strong></h3><ul class="slate-ul " ><li class="slate-li " ><div style="position:relative">What it does: Strands allows teams to reference and reuse schema components across multiple schemas, promoting standardization and reducing duplication of work.</div></li><li class="slate-li " ><div style="position:relative">What this means for you: You can build and maintain complex data models from reusable components, ensuring consistency across your organization while simplifying maintenance. When a core component changes, all schemas referencing it automatically inherit those changes.</div></li></ul><h2 class="slate-h2 " >The Strands difference</h2><ul class="slate-ul " ><li class="slate-li " ><div style="position:relative"><strong class="slate-bold">Increased efficiency:</strong> Replace hours of manual schema management with automated version tracking and distribution, freeing your team to focus on higher-value data governance initiatives.</div></li><li class="slate-li " ><div style="position:relative"><strong class="slate-bold">Cost savings:</strong> Eliminating redundant schema management efforts leads to significant cost reductions in enterprise data operations.</div></li><li class="slate-li " ><div style="position:relative"><strong class="slate-bold">Ease of use:</strong> With an intuitive interface and upcoming no-code schema editor, Strands makes schema governance accessible to both technical and non-technical users.</div></li><li class="slate-li " ><div style="position:relative"><strong class="slate-bold">Automated validation workflow:</strong> Prevent breaking changes across teams by automatically validating schemas against specifications, ensuring references are resolved correctly, and verifying examples within schemas.</div></li></ul><h2 class="slate-h2 " >Real-world example: DVLA&apos;s schema management approach</h2><p class="slate-p " >The <a href="https://conference.json-schema.org/presentation/JSON%20Schema%20for%20data%20design%20and%20contract.pdf" target="_blank">UK&apos;s DVLA</a> has implemented a similar schema management approach to what Strands offers. With over 1,600 schemas in their data dictionary, they&apos;ve built internal tools to manage schemas at scale, validate changes, and generate code. Their vision aligns perfectly with Strands: &quot;Make it easy for teams to use standard data models and naming conventions across their data, contracts, and code.&quot;</p><p class="slate-p " >What took the DVLA significant internal development resources to build is available immediately with Strands as a ready-to-use platform. Their success demonstrates the value of centralized schema management in government and enterprise settings.</p><h2 class="slate-h2 " >Get started with Strands</h2><p class="slate-p " >The first step toward better data governance is to <a href="https://strands.octue.com/account/signup" target="_blank">sign-up for Strands</a> and <a href="67a364563abce46030e148c8/67a3645ca91c8ffa44ab795e" target="_blank">create your first Strand</a>. Our platform provides immediate benefits with seamless integration into your existing systems and workflows. Visit <a href="https://strands.octue.com/" target="_blank">our website</a> to learn more or <a href="https://uk.linkedin.com/company/octue" target="_blank">contact us</a> directly to schedule a personalized demonstration.</p><h2 class="slate-h2 " >What you can expect</h2><p class="slate-p " >After implementing Strands, your organization will experience:</p><p class="slate-p " >⏱️ Reduction in time spent managing schema changes and resolving schema-related issues within the first quarter.</p><p class="slate-p " >✅ Significantly improved data quality metrics within 3-6 months as standardized schemas are adopted across teams.</p><p class="slate-p " >🛡️ Enhanced compliance posture with complete auditability of schema changes and usage across your enterprise.</p><p class="slate-p " >🚀 Streamlined development processes as teams work from the same standard data models across applications.</p><div class="slate-hr"><hr contenteditable="false" class="slate-HrElement-hr"/></div><h2 class="slate-h2 " >Ready to optimize your data governance framework for future scalability?</h2><p class="slate-p " ><a href="https://strands.octue.com/account/signup" target="_blank">Create a free account</a> and start your journey with Strands or <a href="https://uk.linkedin.com/company/octue" target="_blank">send us a message</a> and let us know your needs, we&apos;re here to help you.</p><p class="slate-p " ></p><p class="slate-p " ></p>

Large enterprises face increasing pressure to maintain data quality, ensure compliance, and facilitate collaboration across teams. Modern relational databases increasingly support JSON, but managing JSON-based schemas at scale becomes a major challenge without proper governance. A lack of standardization leads to fragmented data models, compliance risks, and inefficiencies in collaboration.

🧩 Challenge 1: Schema fragmentation across teams

Without a centralized schema repository, teams develop and manage schemas independently, leading to inconsistencies, redundant work, and integration issues. See the example of the UK's 

🧩  Challenge 2: Lack of version control and compliance tracking

Manual schema management makes it difficult to track changes, enforce data standards, and maintain audit trails for compliance purposes.

🧩  Challenge 3: Time-consuming and costly manual processes to maintain data compliance

You and your team likely spend countless hours manually managing schemas, validating formats, and resolving inconsistencies—wasting valuable resources that could be better spent on strategic initiatives.

Strands: Enforcing proactive data governance and compliance for long-term security

Strands is a specialized platform for creating, publishing, and managing 

 that provides enterprise-grade controls for data governance. Our solution empowers your data management team to establish and enforce data standards while facilitating collaboration between technical and business teams.

  Solution 1: Centralized schema repository - Say goodbye to data silos

  Solution 2: Version control and audit trails - Maintain control and compliance

  Solution 3: Schema composition and referencing - Build complex data models

Real-world example: DVLA's schema management approach

 has implemented a similar schema management approach to what Strands offers. With over 1,600 schemas in their data dictionary, they've built internal tools to manage schemas at scale, validate changes, and generate code. Their vision aligns perfectly with Strands: "Make it easy for teams to use standard data models and naming conventions across their data, contracts, and code."

What took the DVLA significant internal development resources to build is available immediately with Strands as a ready-to-use platform. Their success demonstrates the value of centralized schema management in government and enterprise settings.

The first step toward better data governance is to 

. Our platform provides immediate benefits with seamless integration into your existing systems and workflows. Visit 

 directly to schedule a personalized demonstration.

After implementing Strands, your organization will experience:

⏱️ Reduction in time spent managing schema changes and resolving schema-related issues within the first quarter.

✅ Significantly improved data quality metrics within 3-6 months as standardized schemas are adopted across teams.

🛡️ Enhanced compliance posture with complete auditability of schema changes and usage across your enterprise.

🚀 Streamlined development processes as teams work from the same standard data models across applications.

Ready to optimize your data governance framework for future scalability?

 and let us know your needs, we're here to help you.

<h2 class="slate-h2 " >The struggle for a unified data format across diverse technical equipment</h2><p class="slate-p " >As a systems engineer, you manage data from different technical equipment and face significant challenges with data standardization and management. Each system outputs data in a different format, forcing you to create custom transformations that break when equipment changes. These fragmented, manual processes waste engineering time and introduce errors that compromise operational reliability. Strands automates these data standardization processes, streamlining your equipment data pipelines and eliminating the constant struggle to maintain consistency across your technical ecosystem.</p><h3 class="slate-h3 " >🧩  Challenge 1: Fragmented data across multiple systems</h3><p class="slate-p " >You must manage data from numerous equipment types, each with its own format and structure, creating a fragmented data landscape that&apos;s difficult to unify.</p><h3 class="slate-h3 " >🧩  Challenge 2: Time-consuming manual data transformation</h3><p class="slate-p " >You spend countless hours cleaning, transforming, and normalizing data from different sources, taking valuable time away from your core engineering tasks.</p><h3 class="slate-h3 " >🧩  Challenge 3: Limited tools for data standardization</h3><p class="slate-p " >Without specialized tools, maintaining consistent data definitions across your systems requires extensive custom coding and complex technical workflows.</p><h2 class="slate-h2 " >Why Strands + JSON Schema is a game-changer for automating equipment data pipelines</h2><p class="slate-p " >JSON Schema is a powerful way to standardize, validate, and govern data structures across your organization. Learn more about what JSON Schema is and why it&apos;s important to ensure data consistency in our <a href="67a3647b7411545922f7990d/67a4c71d048eed046160ccda" target="_blank">Introduction to JSON Schema</a>. Strands is a comprehensive JSON Schema management platform designed specifically to address the unique challenges you face as a systems engineer. Our solution empowers you to standardize data collection across your equipment while reducing manual transformation efforts.</p><h3 class="slate-h3 " >💡  Solution 1: Centralized schema repository - single source of truth</h3><ul class="slate-ul " ><li class="slate-li " ><div style="position:relative">What it does: Provides a centralized hub to store, manage, and distribute all your JSON schemas across your organization.</div></li><li class="slate-li " ><div style="position:relative">What this means for you: No more scattered data definitions across your various systems or teams. With Strands, you maintain a consistent data structure across all equipment, dramatically reducing fragmentation and improving data reliability.</div></li></ul><h3 class="slate-h3 " >💡  Solution 2: Schema versioning and distribution - controlled evolution</h3><ul class="slate-ul " ><li class="slate-li " ><div style="position:relative">What it does: Implements semantic versioning for your schemas and distributes them via a global CDN, ensuring consistent access across all environments.</div></li><li class="slate-li " ><div style="position:relative">What this means for you: As your equipment configurations change or new data requirements emerge, you can evolve your schemas in a controlled manner without breaking existing integrations. Your teams always access the correct schema version, eliminating inconsistencies and errors.</div></li></ul><h3 class="slate-h3 " >💡<strong class="slate-bold">  Solution 3: No-code schema editor - simplified schema creation (Coming soon)</strong></h3><ul class="slate-ul " ><li class="slate-li " ><div style="position:relative">What it does: Provides an intuitive visual interface for creating and modifying JSON schemas without coding expertise.</div></li><li class="slate-li " ><div style="position:relative">What this means for you: You can design and implement standardized data structures across your equipment without extensive technical knowledge, democratizing schema creation and allowing you to focus on engineering rather than data formatting.</div></li></ul><h2 class="slate-h2 " >The Strands difference</h2><ul class="slate-ul " ><li class="slate-li " ><div style="position:relative"><strong class="slate-bold">Increased efficiency:</strong> Strands reduces the time you spend on data transformation allowing you to focus on analysis and optimization rather than data cleaning.</div></li><li class="slate-li " ><div style="position:relative"><strong class="slate-bold">Ease of use:</strong> Our platform is designed for users with varying technical expertise, making schema management accessible to your entire team without requiring specialized JSON knowledge.</div></li><li class="slate-li " ><div style="position:relative"><strong class="slate-bold">Scalability and flexibility:</strong> As your equipment inventory grows, Strands scales with you, handling everything from a few schemas to thousands while maintaining performance and accessibility.</div></li></ul><h2 class="slate-h2 " >Get started with Strands</h2><p class="slate-p " >Automate your equipment data pipelines in minutes, not months. <a href="https://strands.octue.com/account/signup" target="_self">Sign-up for Strands</a> and <a href="67a364563abce46030e148c8/67a3645ca91c8ffa44ab795e" target="_blank">create your first schema</a> within minutes.</p><p class="slate-p " >Watch your manual data transformation hours disappear as your equipment data is automated through consistent pipelines.</p><h2 class="slate-h2 " >What you can expect</h2><p class="slate-p " >After implementing Strands, you will experience:</p><p class="slate-p " >⏱️ Reduction in time spent on manual data cleaning and transformation within the first month.</p><p class="slate-p " >💯 Improved data reliability with standardized validation across all your equipment within weeks.</p><p class="slate-p " >🔄 Simplified collaboration between your teams working with the same standardized data definitions.</p><h2 class="slate-h2 " >Ready to automate your equipment data pipelines with Strands?</h2><p class="slate-p " ><a href="https://uk.linkedin.com/company/octue" target="">Contact us</a> directly to schedule a personalized demonstration.</p><p class="slate-p " ><a href="https://strands.octue.com/account/signup" target="">Start automating today!</a></p><p class="slate-p " ></p><p class="slate-p " ></p>

The struggle for a unified data format across diverse technical equipment

As a systems engineer, you manage data from different technical equipment and face significant challenges with data standardization and management. Each system outputs data in a different format, forcing you to create custom transformations that break when equipment changes. These fragmented, manual processes waste engineering time and introduce errors that compromise operational reliability. Strands automates these data standardization processes, streamlining your equipment data pipelines and eliminating the constant struggle to maintain consistency across your technical ecosystem.

🧩  Challenge 1: Fragmented data across multiple systems

You must manage data from numerous equipment types, each with its own format and structure, creating a fragmented data landscape that's difficult to unify.

🧩  Challenge 2: Time-consuming manual data transformation

You spend countless hours cleaning, transforming, and normalizing data from different sources, taking valuable time away from your core engineering tasks.

🧩  Challenge 3: Limited tools for data standardization

Without specialized tools, maintaining consistent data definitions across your systems requires extensive custom coding and complex technical workflows.

Why Strands + JSON Schema is a game-changer for automating equipment data pipelines

JSON Schema is a powerful way to standardize, validate, and govern data structures across your organization. Learn more about what JSON Schema is and why it's important to ensure data consistency in our 

. Strands is a comprehensive JSON Schema management platform designed specifically to address the unique challenges you face as a systems engineer. Our solution empowers you to standardize data collection across your equipment while reducing manual transformation efforts.

💡  Solution 1: Centralized schema repository - single source of truth

💡  Solution 2: Schema versioning and distribution - controlled evolution

  Solution 3: No-code schema editor - simplified schema creation (Coming soon)

Automate your equipment data pipelines in minutes, not months. 

Watch your manual data transformation hours disappear as your equipment data is automated through consistent pipelines.

After implementing Strands, you will experience:

⏱️ Reduction in time spent on manual data cleaning and transformation within the first month.

💯 Improved data reliability with standardized validation across all your equipment within weeks.

🔄 Simplified collaboration between your teams working with the same standardized data definitions.

Ready to automate your equipment data pipelines with Strands?

<h2 class="slate-h2 " >API management pain points</h2><p class="slate-p " >Software development relies heavily on well-designed, consistent APIs that serve as critical contracts between systems. As an API architect, you know that maintaining these contracts across distributed teams and services creates serious bottlenecks. When schemas live in multiple repositories, version inconsistencies become inevitable, breaking changes slip through, and every update becomes a coordination nightmare. The resulting technical debt doesn&apos;t just slow development, it directly impacts business agility and customer experience.</p><p class="slate-p " >Even <a href="https://blog.postman.com/how-postman-uses-json-schema/" target="_blank">industry leaders like Postman</a>—whose <a href="https://www.postman.com/state-of-api/api-technologies/#api-technologies" target="_blank">2022 State of the API Report</a> found that an impressive 72% of respondents chose JSON Schema as their preferred API specification—face these challenges. Despite their significant resources, Postman conducted &quot;a comprehensive internal research project&quot; to understand the &quot;diverse set of JSON Schema definitions&quot; across their microservices and is exploring &quot;a new microservice that acts as a central JSON Schema catalog API&quot; to &quot;promote reusability and discoverability.&quot;</p><h3 class="slate-h3 " >🧩  Challenge 1: Schema version synchronization</h3><p class="slate-p " >Managing and synchronizing schema versions across multiple services becomes increasingly complex and time-consuming, leading to inconsistencies and potential errors. As Postman discovered in their internal research, the diversity of JSON Schema definitions across microservices creates significant management overhead.</p><h3 class="slate-h3 " >🧩  Challenge 2: Manual schema update distribution</h3><p class="slate-p " >Distributing schema updates manually across teams and services creates bottlenecks in the development process and slows down implementation. Postman&apos;s exploration of &quot;a central JSON Schema catalog API&quot; highlights the industry-wide need for more efficient distribution methods.</p><h3 class="slate-h3 " >🧩  Challenge 3: API consistency and backward compatibility</h3><p class="slate-p " >Ensuring API consistency and backward compatibility becomes difficult without centralized oversight, increasing the risk of breaking changes. With JSON Schema being &quot;the backbone of the most popular API specification technologies&quot;, including OpenAPI, AsyncAPI, and RAML, maintaining schema integrity is more critical than ever.</p><h2 class="slate-h2 " >Strands: Streamlining API development through centralized schema management</h2><p class="slate-p " >Strands is a centralized <a href="67a3647b7411545922f7990d/67a4c71d048eed046160ccda" target="_blank">JSON Schema</a> management platform designed specifically to address the unique challenges faced by developer architects like you. Our solution empowers your team to streamline API development while maintaining consistency across your entire ecosystem through version control, global CDN distribution, and fine-grained permissions.</p><h3 class="slate-h3 " >💡  <strong class="slate-bold">Solution 1: Team collaboration tools - enhanced development coordination</strong></h3><ul class="slate-ul " ><li class="slate-li " ><div style="position:relative">What it does: Offers granular permissions, access controls, and collaboration features specifically designed for schema management.</div></li><li class="slate-li " ><div style="position:relative">What this means for you: Simplify complex coordination of schema changes with multiple team members. Ensure the right people have the right access at the right time, creating the &quot;reusability and discoverability&quot; that Postman identified as critical needs in their schema management approach.</div></li></ul><h3 class="slate-h3 " >💡  Solution 2: Centralized schema management - streamline version control</h3><ul class="slate-ul " ><li class="slate-li " ><div style="position:relative">What it does: Provides a single source of truth for all your JSON Schema files with comprehensive version tracking.</div></li><li class="slate-li " ><div style="position:relative">What this means for you: No more manual schema file management or complex version tracking. Your team can focus on development rather than administration, reducing the risk of inconsistencies across services. You&apos;ll achieve externally what Postman is working to build internally: making &quot;JSON Schema the source of truth&quot; for your data structures.</div></li></ul><h3 class="slate-h3 " >💡  Solution 3: Global CDN distribution - automatic schema delivery</h3><ul class="slate-ul " ><li class="slate-li " ><div style="position:relative">What it does: Automatically distributes your schemas through a global Content Delivery Network to all necessary endpoints, addressing the same distribution challenges that API industry leaders are working to solve.</div></li><li class="slate-li " ><div style="position:relative">What this means for you: Eliminate the time-consuming distribution of schema updates across services. Changes are immediately available where needed, accelerating your development process.</div></li></ul><h2 class="slate-h2 " >The Strands difference</h2><ul class="slate-ul " ><li class="slate-li " ><div style="position:relative"><strong class="slate-bold">Community-focused.</strong> Strands is deeply rooted in the open-source ethos. We are a community-focused organization where all revenue is reinvested directly into the JSON Schema ecosystem. This ensures continuous improvement, transparency, and a collaborative environment where user feedback shapes our development. This commitment fosters a vibrant community of developers and schema users, ensuring Strands remains relevant and responsive to evolving needs.</div></li><li class="slate-li " ><div style="position:relative"><strong class="slate-bold">Specialized focus.</strong> Unlike general-purpose tools, Strands is built specifically for JSON Schema management. This specialization allows us to deliver a purpose-built solution that addresses the unique challenges of JSON Schema design, versioning, distribution, and collaboration with unparalleled efficiency. We don&apos;t just offer features; we offer deeply optimized solutions tailored to the JSON Schema workflow.</div></li><li class="slate-li " ><div style="position:relative"><strong class="slate-bold">Future-proof. </strong> We&apos;re not just solving today&apos;s problems; we&apos;re anticipating tomorrow&apos;s challenges. Our roadmap includes features designed to simplify and streamline your workflow. Imagine a <strong class="slate-bold">no-code schema editor</strong> that empowers non-technical users to contribute, a <strong class="slate-bold">schema version compatibility checker</strong> that eliminates the risk of breaking changes, and seamless <strong class="slate-bold">TypeScript package publication</strong> that bridges the gap between schema and code. These upcoming features will reduce technical barriers and democratize schema management, ensuring Strands remains at the forefront of innovation.</div></li><li class="slate-li " ><div style="position:relative"><strong class="slate-bold">Complementary to existing tools</strong>. Strands works perfectly alongside popular API platforms like Postman. While Postman excels at API testing, documentation, and client generation, Strands focuses specifically on the schema management lifecycle—providing the centralized schema catalog that even Postman is working to build internally.</div></li></ul><h2 class="slate-h2 " >Get started with Strands</h2><p class="slate-p " ><a href="https://strands.octue.com/account/signup" target="_blank">Sign-up</a><a href="https://strands.octue.com/account/signup" target="_blank"> for free</a> and select the plan that suits your needs. We&apos;ll walk you through creating your first Strand with our simple <a href="67a364563abce46030e148c8/67a3645ca91c8ffa44ab795e" target="_blank">step-by-step guide</a>.</p><h2 class="slate-h2 " >What you can expect</h2><p class="slate-p " >After implementing Strands, your organization will experience:</p><p class="slate-p " >⏱️ Reduced development time on schema-related tasks.</p><p class="slate-p " >🔄 Improved API consistency with centralized schema management within the first month.</p><p class="slate-p " >🛡️ Decreased risk of breaking changes through automatic version assistance and tracking.</p><p class="slate-p " >💡 A system that delivers externally what industry leaders like Postman are building internally: a &quot;central JSON Schema catalog&quot; that becomes your &quot;single source of truth.&quot;</p><div class="slate-hr"><hr contenteditable="false" class="slate-HrElement-hr"/></div><h2 class="slate-h2 " >Ready to streamline your API management with Strands?</h2><p class="slate-p " ><a href="https://uk.linkedin.com/company/octue" target="_blank">Contact us today</a> to schedule a personalized demonstration. </p><p class="slate-p " ></p><p class="slate-p " ></p><p class="slate-p " ></p><p class="slate-p " ></p>

Software development relies heavily on well-designed, consistent APIs that serve as critical contracts between systems. As an API architect, you know that maintaining these contracts across distributed teams and services creates serious bottlenecks. When schemas live in multiple repositories, version inconsistencies become inevitable, breaking changes slip through, and every update becomes a coordination nightmare. The resulting technical debt doesn't just slow development, it directly impacts business agility and customer experience.

 found that an impressive 72% of respondents chose JSON Schema as their preferred API specification—face these challenges. Despite their significant resources, Postman conducted "a comprehensive internal research project" to understand the "diverse set of JSON Schema definitions" across their microservices and is exploring "a new microservice that acts as a central JSON Schema catalog API" to "promote reusability and discoverability."

🧩  Challenge 1: Schema version synchronization

Managing and synchronizing schema versions across multiple services becomes increasingly complex and time-consuming, leading to inconsistencies and potential errors. As Postman discovered in their internal research, the diversity of JSON Schema definitions across microservices creates significant management overhead.

🧩  Challenge 2: Manual schema update distribution

Distributing schema updates manually across teams and services creates bottlenecks in the development process and slows down implementation. Postman's exploration of "a central JSON Schema catalog API" highlights the industry-wide need for more efficient distribution methods.

🧩  Challenge 3: API consistency and backward compatibility

Ensuring API consistency and backward compatibility becomes difficult without centralized oversight, increasing the risk of breaking changes. With JSON Schema being "the backbone of the most popular API specification technologies", including OpenAPI, AsyncAPI, and RAML, maintaining schema integrity is more critical than ever.

Strands: Streamlining API development through centralized schema management

 management platform designed specifically to address the unique challenges faced by developer architects like you. Our solution empowers your team to streamline API development while maintaining consistency across your entire ecosystem through version control, global CDN distribution, and fine-grained permissions.

Solution 1: Team collaboration tools - enhanced development coordination

💡  Solution 2: Centralized schema management - streamline version control

💡  Solution 3: Global CDN distribution - automatic schema delivery

 and select the plan that suits your needs. We'll walk you through creating your first Strand with our simple 

⏱️ Reduced development time on schema-related tasks.

🔄 Improved API consistency with centralized schema management within the first month.

🛡️ Decreased risk of breaking changes through automatic version assistance and tracking.

💡 A system that delivers externally what industry leaders like Postman are building internally: a "central JSON Schema catalog" that becomes your "single source of truth."

Ready to streamline your API management with Strands?

 to schedule a personalized demonstration. 

<p class="slate-p " ><p class="slate-p " >In this section, you will find targeted solutions and insights to help you navigate common challenges in schema management and reference validation.</p><p class="slate-p " >Explore how these resources help you:</p><ul class="slate-ul " ><li class="slate-li " ><div style="position:relative"><strong class="slate-bold">Fix schema reference validation</strong>: Resolve SSL certificate and external schema referencing issues when using the <code class="slate-code">jsonschema</code> Python library</div></li><li class="slate-li " ><div style="position:relative"><strong class="slate-bold">Understand Strands platform details</strong>: Get answers to frequently asked questions about schema management, platform capabilities, and integration strategies</div></li></ul><p class="slate-p " ></p><p class="slate-p " >These resources provide you with critical support to maximize the reliability and efficiency of your schema management workflows, ensuring smooth integration and minimizing potential technical obstacles.</p></p><p class="slate-p " ></p>

<p class="slate-p " ><p class="slate-p " >In this section, you will find the latest information about Strands&apos; evolution. These resources provide transparency into our platform&apos;s development and help you understand upcoming features and improvements.</p></p><p class="slate-p " >Explore how these resources help you:</p><ul class="slate-ul " ><li class="slate-li " ><div style="position:relative"><strong class="slate-bold">Stay informed</strong>: Get detailed insights into recent product releases and feature enhancements</div></li><li class="slate-li " ><div style="position:relative"><strong class="slate-bold">Plan your workflow</strong>: Understand our strategic direction and upcoming capabilities</div></li><li class="slate-li " ><div style="position:relative"><strong class="slate-bold">Anticipate improvements</strong>: Preview features that will streamline your schema management processes</div></li></ul><p class="slate-p " >These resources will keep you updated on Strands&apos; development, ensuring you can make informed decisions about integrating and leveraging our platform in your data workflows.</p><h2 class="slate-h2 " >Contents</h2><ul class="slate-ul " ><li class="slate-li " ><div style="position:relative"><a href="67a4ca17048eed0461635d00" target="_blank">Release Notes</a></div></li><li class="slate-li " ><div style="position:relative"><a href="67a4c9dc4355f3031bc688d6/67a4ca204355f3031bc689ae" target="_blank">Product Roadmap</a></div></li></ul><h2 class="slate-h2 " >What to expect</h2><p class="slate-p " >Our product updates provide a clear view of Strands&apos; ongoing commitment to simplifying JSON Schema management. By maintaining transparency about our development process, we aim to build a platform that continuously meets the evolving needs of technical teams managing complex data structures. <a href="https://github.com/orgs/octue/discussions/17" target="_blank">Participate in the discussion</a> and help shape the future of Strands! </p><p class="slate-p " ></p>

These resources will keep you updated on Strands' development, ensuring you can make informed decisions about integrating and leveraging our platform in your data workflows.

Our product updates provide a clear view of Strands' ongoing commitment to simplifying JSON Schema management. By maintaining transparency about our development process, we aim to build a platform that continuously meets the evolving needs of technical teams managing complex data structures. 

<h2 class="slate-h2 " >Open-source collaboration</h2><p class="slate-p " >As an open-source project, Strands thrives on community contributions. We welcome developers of all skill levels to join our mission:</p><ul class="slate-ul " ><li class="slate-li " ><div style="position:relative"><strong class="slate-bold">Source code</strong>: Check out our <a href="https://github.com/octue/strands" target="_blank">source code on GitHub</a> to explore the codebase, submit pull requests, and help improve Strands for everyone.</div></li><li class="slate-li " ><div style="position:relative"><strong class="slate-bold">Issue tracker</strong>: Report bugs or request features through our <a href="https://github.com/octue/strands/issues" target="_blank">GitHub issue tracker</a>. Please check existing issues before creating a new one.</div></li></ul><h2 class="slate-h2 " >Community support</h2><p class="slate-p " >Our community and team are committed to helping you build the future of data together. No matter where you are in your journey with Strands, we&apos;re here to support your success.</p><ul class="slate-ul " ><li class="slate-li " ><div style="position:relative"><strong class="slate-bold">GitHub discussions</strong>: Browse our <a href="https://github.com/orgs/octue/discussions" target="_blank">GitHub Discussions</a> to find solutions, share feedback, and ask questions. This is often the fastest way to get community-sourced answers.</div></li></ul><p class="slate-p " ></p>

As an open-source project, Strands thrives on community contributions. We welcome developers of all skill levels to join our mission:

Our community and team are committed to helping you build the future of data together. No matter where you are in your journey with Strands, we're here to support your success.

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