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How TinyMCE and Froala compare on plugin depth, API extensibility, and collaboration features? Developer guide to customization ceilings and trade-offs.

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Learn how to estimate the level of effort required to integrate a rich text editor with collaboration features like comments, mentions, and version history.

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Looking for a text editor for your product? Find out why real-time, collaborative rich text editing is an essential feature for modern apps.

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Here are five things you can get started with right away when it comes to testing for mobile accessibility.

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What is functional debt compared to technical debt? Read on to find out how knowing the difference influences your technical debts.

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2021","description":{"description":"

Real-time collaboration is the new responsive design. We share why it’s becoming essential for tools and what developers can expect.

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If you’re playing around in the real-time collaboration space, you’re likely to come across these terms: operational transformation (OT) and conflict-free replicated data type (CRDT). But what do they really mean? And which one should you use?

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One of the most important software developer qualities is adaptability. Find out why it’s so critical and how developers can be more adaptable.

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We are incorporating ReasonML in TinyMCE to take advantage of its guaranteed type safety, superb type inference, more advanced type system features, and the ability to compile to extremely fast native binaries.

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Agile is almost synonymous with software development, but that doesn’t mean your dev team should automatically adopt it. We talk about alternative approaches and what to expect when you transition to agile.

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Compare collaboration features in TinyMCE and CKEditor, including comments, revision history, and real-time editing. Implementation effort included.

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Compare how much effort it takes to implement collaboration tools - comments, mentions, version history, and more - in TinyMCE vs Froala.

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Compare the level of effort to integrate collaboration into Tiptap and TinyMCE, and how much coding and configuration is necessary.

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Insights from developers who work with rich text editors on the industry, editing experiences, main challenges and the most important features.

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Find out rich text editing insights and trends gathered from our annual survey, which investigates the varied aspects and facets of rich text editing

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Heavy technical debt burdens can sink a project. But selecting the right language can help keep debt down. Find out what the results are after weighing up JavaScript vs Typescript, based on TinyMCE's development history

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Is your data security practice working to protect your customers? Read on to find out how SOC2 compliance contributes to your data security.

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Read the story of our team's technical debt experience: handling cases of technical debt accrual in rich text editors, and how we approach the issue

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We’ve collected the aspects that can make or break your strategy of tech debt management - read on to find how.

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When selecting a secure text editor one of the most significant considerations is security, which is why it's worth reading on to find out what makes a text editor secure.

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The worst technical debt is unidentified technical debt – find out how to identify, track and prioritize technical debt.

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Find out how developer velocity is impacted by a technical debt following our rich text editor stories, and what can you do to improve it.

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Find out more about Code half-life - a metric that provides interesting perspective on developer’s work efficiency and product longevity

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The choice of your software components can either increase or reduce technical debt acquisition.

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Usually considered a front-end UI component and/or API, it appears that rich text editors (RTEs) aren’t the shy retiring components we all thought. They’re primarily being used by full-stack developers, for more complex major projects.

\n

 

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Rich text editors are the silent heroes of the content revolution. The State of Rich Text 
Editor 2021 Survey encouraged industry-wide feedback from the developer community and product managers. 500 people share their stories, and  you can read the full report now, as well as analysis of the results to stay up-to-date with trends in rich text editing.

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TinyMCE joined the AITX 2025 Meetup to connect with devs and founders innovating with AI and web tech. See the event highlights and upcoming meetups.

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Explore top takeaways from Umbraco Spark 2025, from caching and observability to TinyMCE innovations for Umbraco 14+. Plus, don’t miss our May webinar!

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TinyMCE will be attending Frontend Nation, a virtual event that brings together front-end developers, designers, and tech enthusiasts worldwide. As Diamond sponsors, Tiny is excited to present talks and workshops to help attendees understand the power a rich text editor can bring to their applications, and how to do it.

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Discover the essential steps to build and improve your QA process. Learn best practices and tools to ensure software quality.

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Discover which framework is best for your project. Our detailed comparison of Angular, React, and Vue covers performance, scalability, and community support.

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Learn how TinyMCE 7 enhances your Learning Management System in our webinar. Get expert tips and see the features in action.

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This year’s Frontend Nation conference was held from June 4th through 7th and showcased an impressive array of technical sessions and discussions, establishing itself as a must-attend event for front-end and full-stack developers globally. As Diamond sponsors for this year's event, TinyMCE had a front-row seat for this completely free, virtual conference. Read about the highlights that caught our attention!

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It's time for a refresh (or an introduction) to understanding and solving JavaScript Uncaught TypeErrors.

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How do we use agile principles at Tiny? Find out how we put agile into practice and adapt the concepts to work for our teams.

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There's more to PHP escape quote procedures than using a backslash. Read on to find out the essentials of handling PHP escape characters.

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A brief guide on how to get and set content in TinyMCE, including related FAQs like how to set content on initialization and how to get content without any HTML tags.

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Announcing our developer survey! Tiny aims to lead innovation, and with your help, we hope to learn what the best practices are and how to cater to future needs of our community. 

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There is an alternative method for detecting value changes faster in Angular applications with immutable reference types and the OnPush strategy. Read on to find out how this works.

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A discussion of the top five areas of expertise that no web developer should be without, covering performance and optimization, tools, image compression, testing, and approaches to learning.

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Curious about your career direction? Stack Overflow's software developer survey has some useful career insights. Read on to find out about education, business size, and AI adoption.

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Thanks to the django-tinymce project, built and maintained by a dedicated community of open source contributors, developers can enhance their Django apps with the power and flexibility that comes with our TinyMCE rich text editor.

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A11y best practices are essential. For a guide on getting started with accessibility in your React app, read on.

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Side-by-side and single screen editing are two separate ways you can edit source code. WYSIWYG HTML editors running in web applications or websites typically use the single screen method for modifying any source code inside the editor. VS Code uses Side-by-side editing. An issue of trust and resources appear when thinking about implementing a side-by-side editing view in a WYSIWYG. It’s possible to optimize TinyMCE for single screen HTML editing, and this article explains how.

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Confused how IDE differs from text editor? Get clarity in this article, which explores the major differences between the two.

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Considering a modular programming approach? We unpack this programming principle with everything software developers need to know.

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In this article, we take a look at normalization. A large part of the automated testing is making sure your app or website looks the same and works the same, across different browsers and operating systems. This process is called normalization.

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One of the complexities of writing a web-based text editor is accounting for differences between browser selection APIs.

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Engineer Andy Herron tells the story of the migration to vanilla ES5 at Tiny, and explores the future of TinyMCE with TypeScript. We also share Millie Macdonald's presentation at ForwardJS 2019.

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Dive into the complex cases of text selection and highlighting in text editors, find out how they work, and solutions to common problems.

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Front-end frameworks like Angular enable developers to build scalable applications that can run on multiple device types. This article highlights five common mistakes to avoid when using Angular.

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Get to know Angular 5 by building a simple notes application in this tutorial. Guest author Sergey Moiseev walks through the basics of using the Angular CLI, working with forms, and more.

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React is an excellent JavaScript library for building user interfaces. However, if you don't use React properly, you could end up creating more problems than you solve. So, here are six common mistakes to avoid when using React.

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Toptal Developer Martin Gouws walks through the in's and out's of working with npm. Read on to find out how to get the most out of npm.

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Whether you’re looking to improve your software developer skills, starting your first software developer job, or thinking about switching from QA to development, here are 4 essential developer skills you can learn from doing QA.

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Find out more about how Tiny implements end-to-end encryption for real-time collaboration in TinyMCE, including a discussion of operational transformation methods. Secure real-time collaboration for document sharing and other team-based productivity and communication tools.

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Real-time collaboration in a rich text editing environment is a hard problem. In this article, we discuss why we have settled on Slate as the library that we will use to build a high-quality collaborative editing solution.

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Because Category Theory is abstract, it can be difficult to learn. At Tiny, we use Functional Programming, which is based on Category Theory. We have some recommendations for learning Category Theory: a book, a lecture series, and a talk recording.

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Blazor is now supported by TinyMCE and this article we go through the why's and how's about getting started with Blazor. 

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When you are building products that depend on other third party software components, think about choosing chameleon components that help you reduce software development costs.

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What are the top ten JavaScript how-tos? Check out this list of popular JavaScript FAQs with answers.

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In this tutorial, I'll walk you through how to integrate React.js with TinyMCE. Without further ado, let's get started!

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Learn about contenteditable attribute, how it is used in text editors, its limitations, and how to overcome those limits with rich text editors.

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HTML compliance and validity is an essential part of web development. RTE can introduce possible HTML issues – compliance features and best practices keep the HTML validity of the web content.

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HTML focus can be complex – this is especially true for the textarea HTML element. Find out what HTML focus means, and how HTML focus works in rich text editors.

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Find out what HTML focus means, and how HTML focus works in rich text editors."}},{"title":"HTML content models in rich text editors","slug":"html-content-models","featured":false,"lastUpdated":"Feb 21st, 2022","description":{"description":"

HTML content models are essential for rich text editors. They define what HTML element the content should have. Knowing how they work makes producing content in a rich text editor easier, and improves your flow. 

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How can you know if an open source software dependency you’d like to use is secure (or not)? Find out more..

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Engineering performance metrics are essential for supporting software development.

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While technical debt may appear to be an issue for large, private software products, open source software projects can experience it when they expand in size, or when volunteers depart projects. It's possible to identify the skill set needed to manage it, apply for funding resources to attract contributors with the relevant skills, or even create an associated business to garner attention and resources for an open source project.

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JavaScript in 2021: Hassib Moddasser’s recommendation ","slug":"learn-javascript-guide-2021","featured":false,"lastUpdated":"Sep 21st, 2021","description":{"description":"

To learn JavaScript in 2021, we have a resource to share - a twitter thread from Hassib Moddasser. Their recommendations can help users to start to learn JavaScript with the best resources in 2021. 

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At Tiny, we devised a solution to a file system problem using a solution from mathematics: Free Monads. In this deep dive into our process, we walk through what went into implementing Free Monads for testing our rich text editor.

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In this guide, we take you through two essential git commands. Git stash saves your work and lets you switch branches.

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More often than not, we cater to our users by creating an intuitive user experience, but we should also focus on building a great developer experience. Learn the benefits of having a great developer experience in our latest blog.

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Software development metrics done right can be extremely fascinating and illuminating. They can save your development teams from myriad unnecessary costs and frustrations, and improve performance as a result.

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Just because you can use null or undefined doesn’t mean you should. We talk about the problems that come up and how Optionals can help overcome them.

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We share key benefits of immutability, and why JavaScript developers (in particular) should choose immutable objects over mutating functions.

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DevOps is a mashup of “development” and “operations”, but it has become shorthand for a significant culture shift that, done right, can drive meaningful organizational change.

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Tiny has released a security update for its open source HTML editor based on a cross-site scripting (XSS) vulnerability discovered by Bishop Fox Labs.

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What skills are required for a full-stack developer? We list 12 essential skills, and discuss the importance of learning, theory vs practice, depth vs breadth, and more.

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When it comes to developing software for commercial use, more and more developers understand the importance of security. That’s why, at Tiny, security is a top priority.

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Successful developers work well with other people, continually learn new skills, and build up their team. We talk about 8 regular habits for success as a developer.

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What skills do software developers need to stay relevant and up-to-date with the industry? Find out how to stay on top of the changes.

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How can developers benefit from soft skills? Learn about the soft skills that can help software developers work better in teams and deliver better outcomes.

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These days, everyone’s a marketer - even developers. But that doesn’t mean marketing comes easy. We talk about the fear of marketing and how devs can overcome it.

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Why should developers write blogs or post on social media? Whether you’re freelance or looking to advance your career, creating your own content has a lot of benefits.

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Looking for ways to boost your team’s productivity? We share 15 ideas including how to measure developer productivity, along with useful tools and best practices.

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Tiny has adopted a continuous improvement process to move TinyMCE to modern JavaScript. Read how we are continuously refactoring 100000 lines of code.

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If you’re playing around in the real-time collaboration space, you’re likely to come across these terms: operational transformation (OT) and conflict-free replicated data type (CRDT). But what do they really mean? And which one should you use?

","childMarkdownRemark":{"htmlAst":{"type":"root","children":[{"type":"element","tagName":"p","properties":{},"children":[{"type":"text","value":"If you’re playing around in the real-time collaboration space, you’re likely to come across these terms: operational transformation (OT) and conflict-free replicated data type (CRDT). But what do they really mean? And which one should you use?"}]}],"data":{"quirksMode":false}}}},"tags":[{"slug":"engineering","title":"Engineering"},{"slug":"collaboration","title":"Collaboration"}],"body":{"body":"
From January 2023, TinyMCE no longer offers Real-Time Collaboration (RTC) for new customers. For Existing customers, we'll be in contact to discuss options. Please reach out to your Account Manager if you are a customer using RTC, and you have any questions about the plugin.
\n
\n

This is the first in a series of blog posts documenting the TinyMCE RTC journey and decisions along the way. Next post: Collaboration needs a clean Slate.

\n
\n

If you dig below the surface of any real-time collaboration solution you're likely to start hearing about the terms OT (Operational Transformation) and CRDT (Conflict-free Replicated Data Type). For a team trying to build a real-time collaboration solution, the first question to ask is \"which of these two acronym mouthfuls should I use\"? Followed quickly by \"what on earth do these acronym mouthfuls mean\"?

\n

The full response to these questions took me about a month to answer. There is a vast collection of reading material available; navigating that rabbit hole was a fun journey. I will include links at the end to the research and reading material I used to form my conclusions.

\n

At a very high level, this is what we're dealing with:

\n\n

Sounds like an easy decision, right? Isn't CRDT the obvious and (for privacy reasons) the only sane choice? Well, nothing's ever that easy. There is a reason Google, Microsoft, CKSource and many others depend on OT. Tiny has chosen to also build our solution around OT; I'd like to discuss the difference between these two algorithms in more detail and how the CRDT caveats lead us to stick with OT.

\n

Collaboration Algorithms

\n

The general theory of collaboration algorithms is to transmit changes between users with the goal of \"eventual consistency\". If multiple users make changes at the same time their copies of the document might look different for a while, but eventually every user's view will converge to be the same. This is done through what I call a \"baseline\"; incoming changes are integrated into the local data to form new baselines and local changes are sent based on the current baseline.

\n

The difficulty in collaboration rises from the restriction that clients cannot check whether the baseline they've calculated is the same as other clients. To do so would require collaboration on top of collaboration and it's turtles all the way down. The smallest bug in a collaborative implementation can lead to divergence; in a rich text editor diverged documents will quickly lead to nonsensical changes as operations are passed around. The CKEditor team wrote a really nice post about what can go wrong in diverged documents last year.

\n

This is starting to sound like an impossible problem, but after 30 years of research the established technology for simple collaboration cases is very mature. When the TinyMCE development team began investigating various technologies for collaboration, the editor was able to collaborate on unformatted paragraphs (using plain text transformations) within days.

\n

Operational Transform (OT)

\n

Operational Transformation, originally proposed in 1989, has had many forms over the years. The original vision did not require a server at all. However, as more and more research was published on the topic, and most of it was proven wrong, it became clear that OT had too many edge cases.

\n

 

\n

\"\"

\n

Credit: Martin Kleppmann, 2018

\n

 

\n

In OT, every user action is broken down into one or more operations. These operations are transmitted between clients along with their baseline reference; if two users perform actions at the same time, incoming operations must be transformed to include the local operations that have happened since that baseline. They are then applied locally and form the new baseline.

\n

This constant transformation of operations turned out to have too many edge cases where clients were found to not produce the same baseline (the \"wrong\" papers above). When that happens, the clients will never converge on the same result and break the fundamental assumption of collaboration.

\n

Only two reliable forms of OT have survived the test of time:

\n\n

I don't have a clear picture of exactly when or how the community decided to move on from OT, but I think it was pretty clear that OT had reached the limit of what research could offer and a new direction emerged.

\n

Conflict-free replicated data type (CRDT)

\n

The Conflict-free replicated data type began popping up around 2006, was formally defined in 2011, and has quickly become the darling child of the distributed computing industry. CRDT offers everything OT promised and delivers it with confidence backed by years of proven reliability in databases.  

\n

The magic of CRDT is due in large part to how it breaks down data into such small pieces that it generally doesn't need to transform the change itself, only the position of the change. For example, text data collaboration with CRDT treats every character as a separate entity.

\n

With this restriction, the current state of CRDT research supports collaboration on two main types of data:

\n\n

And that second point, dear reader, has tied in nicely to the rise of content management that stores JSON document data instead of HTML.

\n

The limitations of CRDT are similar to what happened when the TP2 restriction was proposed for OT; the difficulty is in the data type. It is not as difficult as TP2 - there is a working OT+TP2 for JSON, but my impression is the CRDT implementation was easier to achieve - but it's still only appropriate for simple use cases.

\n

When it comes to more advanced structures such as rich text editing, the crux of the problem with CRDTs is user intent. Working at such a low level provides an easier guarantee of eventual consistency, but you lose sight of the big picture. For example in OT we can define a \"split text node\" operation which can be complicated to transform but is very well understood to have certain properties in a rich text editor. Whereas in CRDT, the changes are more data-focussed and it becomes very clinical. A good example is splitting a text node. Think about what that might take at the data level:

\n
    \n
  1. Remove text after the split point in the node
    2. \n
  2. Insert a new sibling text node after the current node containing the removed text
    3. \n
\n

This might not be exactly how CRDT algorithms represent these changes, but my point is they do not transmit the intent. OT trades complexity for the ability to capture the intent; CRDT has less complexity but can only guarantee all clients end with the same data - however that data might not be the intended structure, or even valid for your schema.

\n

 

\n

\"\"

\n

Credit: Martin Kleppmann, 2016

\n

 

\n

The effect of this trade-off is that while there are some editors available today with support for collaboration using CRDT, every single one of them has compromises in depth of features and user experience.

\n

If you can show me a rich text editor with support for CRDT, I can show you why I struggle to call it a \"rich\" text editor. Perhaps we should call them moderately wealthy text editors. Limiting the breadth of HTML capability for ease of collaboration is a popular trend, but not one that we wish to engage with for TinyMCE.

\n

In the worst case, when applying CRDT mechanisms to a full rich text editor, the user experience can be compromised due to the lack of intent. During my research I was already leaning towards OT, but this video shows the point at which I decided CRDT was not ready for our needs. This is a convergence.io demo showing their collaboration server linked to the Froala rich text editor.

\n

\n

This is the exact \"split node\" scenario I described earlier; applying bold near the start of a text node necessarily has to split the text node into three parts (before, bold, and after). With a CRDT implementation, when the collaborating user's cursor is in the \"after\" section, the application of bold recreates the text node and the user has a poor experience.

\n

Conclusions

\n

While my example is very simple and could be managed so the cursor doesn't move, I saw it as a sign of unknown and potentially far greater pain. The risks of finding an unsolvable issue on that path are too great, compared to the very complex but known feasibility of Operational Transformation on a rich text model.

\n

CRDT is the holy grail of collaboration, it's an active area of research, and the prospect of peer-to-peer editing with end-to-end encryption is an exciting one. The technology isn't ready for our needs yet, but I believe in the future some incredible products will be made possible. In the meantime TinyMCE will rely on OT for collaboration, coming later this year.

\n

Research links (in no particular order):

\n

Conflict Resolution for Eventual Consistency, Martin Kleppmann 2016

\n

CRDTs and the Quest for Distributed Consistency, Martin Kleppmann 2018

\n

Lessons learned from creating a rich-text editor with real-time collaboration, CKSource 2018

\n

Why CRDT didn't work out as well for collaborative editing xi-editor, 2019 Hacker News thread (links to github)

\n

Understanding and Applying Operational Transformation, Daniel Spiewak 2010

\n

Creating a Collaborative Editor, Pierre Hedkvist 2019

\n

A Conflict-Free Replicated JSON Datatype, Martin Kleppmann and Alastair R. Beresford 2017

\n

Towards a unified theory of Operational Transformation and CRDT, Raph Levien 2016

\n

Data Laced with History: Causal Trees & Operational CRDTs, Alexei Baboulevitch 2018

\n

Visualization of OT with a central server, Tim Baumann 2012

\n

Real Differences between OT and CRDT for Co-Editors, 2018 Hacker News thread (links to paper)*

\n

* This last paper was updated in 2019 and split into three parts:

\n","childMarkdownRemark":{"html":"
From January 2023, TinyMCE no longer offers Real-Time Collaboration (RTC) for new customers. For Existing customers, we'll be in contact to discuss options. Please reach out to your Account Manager if you are a customer using RTC, and you have any questions about the plugin.
\n
\n

This is the first in a series of blog posts documenting the TinyMCE RTC journey and decisions along the way. Next post: Collaboration needs a clean Slate.

\n
\n

If you dig below the surface of any real-time collaboration solution you're likely to start hearing about the terms OT (Operational Transformation) and CRDT (Conflict-free Replicated Data Type). For a team trying to build a real-time collaboration solution, the first question to ask is \"which of these two acronym mouthfuls should I use\"? Followed quickly by \"what on earth do these acronym mouthfuls mean\"?

\n

The full response to these questions took me about a month to answer. There is a vast collection of reading material available; navigating that rabbit hole was a fun journey. I will include links at the end to the research and reading material I used to form my conclusions.

\n

At a very high level, this is what we're dealing with:

\n\n

Sounds like an easy decision, right? Isn't CRDT the obvious and (for privacy reasons) the only sane choice? Well, nothing's ever that easy. There is a reason Google, Microsoft, CKSource and many others depend on OT. Tiny has chosen to also build our solution around OT; I'd like to discuss the difference between these two algorithms in more detail and how the CRDT caveats lead us to stick with OT.

\n

Collaboration Algorithms

\n

The general theory of collaboration algorithms is to transmit changes between users with the goal of \"eventual consistency\". If multiple users make changes at the same time their copies of the document might look different for a while, but eventually every user's view will converge to be the same. This is done through what I call a \"baseline\"; incoming changes are integrated into the local data to form new baselines and local changes are sent based on the current baseline.

\n

The difficulty in collaboration rises from the restriction that clients cannot check whether the baseline they've calculated is the same as other clients. To do so would require collaboration on top of collaboration and it's turtles all the way down. The smallest bug in a collaborative implementation can lead to divergence; in a rich text editor diverged documents will quickly lead to nonsensical changes as operations are passed around. The CKEditor team wrote a really nice post about what can go wrong in diverged documents last year.

\n

This is starting to sound like an impossible problem, but after 30 years of research the established technology for simple collaboration cases is very mature. When the TinyMCE development team began investigating various technologies for collaboration, the editor was able to collaborate on unformatted paragraphs (using plain text transformations) within days.

\n

Operational Transform (OT)

\n

Operational Transformation, originally proposed in 1989, has had many forms over the years. The original vision did not require a server at all. However, as more and more research was published on the topic, and most of it was proven wrong, it became clear that OT had too many edge cases.

\n

 

\n

\"\"

\n

Credit: Martin Kleppmann, 2018

\n

 

\n

In OT, every user action is broken down into one or more operations. These operations are transmitted between clients along with their baseline reference; if two users perform actions at the same time, incoming operations must be transformed to include the local operations that have happened since that baseline. They are then applied locally and form the new baseline.

\n

This constant transformation of operations turned out to have too many edge cases where clients were found to not produce the same baseline (the \"wrong\" papers above). When that happens, the clients will never converge on the same result and break the fundamental assumption of collaboration.

\n

Only two reliable forms of OT have survived the test of time:

\n\n

I don't have a clear picture of exactly when or how the community decided to move on from OT, but I think it was pretty clear that OT had reached the limit of what research could offer and a new direction emerged.

\n

Conflict-free replicated data type (CRDT)

\n

The Conflict-free replicated data type began popping up around 2006, was formally defined in 2011, and has quickly become the darling child of the distributed computing industry. CRDT offers everything OT promised and delivers it with confidence backed by years of proven reliability in databases.  

\n

The magic of CRDT is due in large part to how it breaks down data into such small pieces that it generally doesn't need to transform the change itself, only the position of the change. For example, text data collaboration with CRDT treats every character as a separate entity.

\n

With this restriction, the current state of CRDT research supports collaboration on two main types of data:

\n\n

And that second point, dear reader, has tied in nicely to the rise of content management that stores JSON document data instead of HTML.

\n

The limitations of CRDT are similar to what happened when the TP2 restriction was proposed for OT; the difficulty is in the data type. It is not as difficult as TP2 - there is a working OT+TP2 for JSON, but my impression is the CRDT implementation was easier to achieve - but it's still only appropriate for simple use cases.

\n

When it comes to more advanced structures such as rich text editing, the crux of the problem with CRDTs is user intent. Working at such a low level provides an easier guarantee of eventual consistency, but you lose sight of the big picture. For example in OT we can define a \"split text node\" operation which can be complicated to transform but is very well understood to have certain properties in a rich text editor. Whereas in CRDT, the changes are more data-focussed and it becomes very clinical. A good example is splitting a text node. Think about what that might take at the data level:

\n
    \n
  1. Remove text after the split point in the node
    2. \n
  2. Insert a new sibling text node after the current node containing the removed text
    3. \n
\n

This might not be exactly how CRDT algorithms represent these changes, but my point is they do not transmit the intent. OT trades complexity for the ability to capture the intent; CRDT has less complexity but can only guarantee all clients end with the same data - however that data might not be the intended structure, or even valid for your schema.

\n

 

\n

\"\"

\n

Credit: Martin Kleppmann, 2016

\n

 

\n

The effect of this trade-off is that while there are some editors available today with support for collaboration using CRDT, every single one of them has compromises in depth of features and user experience.

\n

If you can show me a rich text editor with support for CRDT, I can show you why I struggle to call it a \"rich\" text editor. Perhaps we should call them moderately wealthy text editors. Limiting the breadth of HTML capability for ease of collaboration is a popular trend, but not one that we wish to engage with for TinyMCE.

\n

In the worst case, when applying CRDT mechanisms to a full rich text editor, the user experience can be compromised due to the lack of intent. During my research I was already leaning towards OT, but this video shows the point at which I decided CRDT was not ready for our needs. This is a convergence.io demo showing their collaboration server linked to the Froala rich text editor.

\n

\n

This is the exact \"split node\" scenario I described earlier; applying bold near the start of a text node necessarily has to split the text node into three parts (before, bold, and after). With a CRDT implementation, when the collaborating user's cursor is in the \"after\" section, the application of bold recreates the text node and the user has a poor experience.

\n

Conclusions

\n

While my example is very simple and could be managed so the cursor doesn't move, I saw it as a sign of unknown and potentially far greater pain. The risks of finding an unsolvable issue on that path are too great, compared to the very complex but known feasibility of Operational Transformation on a rich text model.

\n

CRDT is the holy grail of collaboration, it's an active area of research, and the prospect of peer-to-peer editing with end-to-end encryption is an exciting one. The technology isn't ready for our needs yet, but I believe in the future some incredible products will be made possible. In the meantime TinyMCE will rely on OT for collaboration, coming later this year.

\n

Research links (in no particular order):

\n

Conflict Resolution for Eventual Consistency, Martin Kleppmann 2016

\n

CRDTs and the Quest for Distributed Consistency, Martin Kleppmann 2018

\n

Lessons learned from creating a rich-text editor with real-time collaboration, CKSource 2018

\n

Why CRDT didn't work out as well for collaborative editing xi-editor, 2019 Hacker News thread (links to github)

\n

Understanding and Applying Operational Transformation, Daniel Spiewak 2010

\n

Creating a Collaborative Editor, Pierre Hedkvist 2019

\n

A Conflict-Free Replicated JSON Datatype, Martin Kleppmann and Alastair R. Beresford 2017

\n

Towards a unified theory of Operational Transformation and CRDT, Raph Levien 2016

\n

Data Laced with History: Causal Trees & Operational CRDTs, Alexei Baboulevitch 2018

\n

Visualization of OT with a central server, Tim Baumann 2012

\n

Real Differences between OT and CRDT for Co-Editors, 2018 Hacker News thread (links to paper)*

\n

* This last paper was updated in 2019 and split into three parts:

\n","htmlAst":{"type":"root","children":[{"type":"element","tagName":"blockquote","properties":{},"children":[{"type":"text","value":"From January 2023, TinyMCE no longer offers Real-Time Collaboration (RTC) for new customers. For Existing customers, we'll be in contact to discuss options. Please reach out to your Account Manager if you are a customer using RTC, and you have any questions about the plugin."}]},{"type":"text","value":"\n"},{"type":"element","tagName":"blockquote","properties":{},"children":[{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{"dir":"ltr"},"children":[{"type":"text","value":"This is the first in a series of blog posts documenting the TinyMCE RTC journey and decisions along the way. Next post: "},{"type":"element","tagName":"a","properties":{"href":"https://www.tiny.cloud/blog/real-time-collaborative-editing-slate-js","target":"_blank","rel":["noopener"]},"children":[{"type":"text","value":"Collaboration needs a clean Slate"}]},{"type":"text","value":"."}]},{"type":"text","value":"\n"}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{"dir":"ltr"},"children":[{"type":"text","value":"If you dig below the surface of any real-time collaboration solution you're likely to start hearing about the terms OT (Operational Transformation) and CRDT (Conflict-free Replicated Data Type). For a team trying to "},{"type":"element","tagName":"em","properties":{},"children":[{"type":"text","value":"build"}]},{"type":"text","value":" a real-time collaboration solution, the first question to ask is \"which of these two acronym mouthfuls should I use\"? Followed quickly by \"what on earth do these acronym mouthfuls mean\"?"}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{"dir":"ltr"},"children":[{"type":"text","value":"The full response to these questions took me about a month to answer. There is a vast collection of reading material available; navigating that rabbit hole was a fun journey. I will include links at the end to the research and reading material I used to form my conclusions."}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{"dir":"ltr"},"children":[{"type":"text","value":"At a very high level, this is what we're dealing with:"}]},{"type":"text","value":"\n"},{"type":"element","tagName":"ul","properties":{},"children":[{"type":"text","value":"\n"},{"type":"element","tagName":"li","properties":{"dir":"ltr","role":"presentation"},"children":[{"type":"text","value":"OT relies on an active server connection (not quite correct but we'll get to that in a moment) to coordinate and guarantee all clients operate correctly."}]},{"type":"text","value":"\n"},{"type":"element","tagName":"li","properties":{"dir":"ltr","role":"presentation"},"children":[{"type":"text","value":"CRDT is capable of working peer-to-peer with end-to-end encryption; if a server is used at all it only needs to coordinate connections between clients. It is resilient to transient network connections. It even works if clients go offline for a period of time, make changes, and synchronise when the network returns."}]},{"type":"text","value":"\n"}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{"dir":"ltr"},"children":[{"type":"text","value":"Sounds like an easy decision, right? Isn't CRDT the obvious and (for privacy reasons) the only sane choice? Well, nothing's ever that easy. There is a reason Google, Microsoft, CKSource and many others depend on OT. Tiny has chosen to also build our solution around OT; I'd like to discuss the difference between these two algorithms in more detail and how the CRDT caveats lead us to stick with OT."}]},{"type":"text","value":"\n"},{"type":"element","tagName":"h2","properties":{"dir":"ltr"},"children":[{"type":"text","value":"Collaboration Algorithms"}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{"dir":"ltr"},"children":[{"type":"text","value":"The general theory of collaboration algorithms is to transmit changes between users with the goal of \"eventual consistency\". If multiple users make changes at the same time their copies of the document might look different for a while, but eventually every user's view will converge to be the same. This is done through what I call a \"baseline\"; incoming changes are integrated into the local data to form new baselines and local changes are sent based on the current baseline."}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{"dir":"ltr"},"children":[{"type":"text","value":"The difficulty in collaboration rises from the restriction that clients cannot check whether the baseline they've calculated is the same as other clients. To do so would require collaboration on top of collaboration and it's "},{"type":"element","tagName":"em","properties":{},"children":[{"type":"text","value":"turtles all the way down"}]},{"type":"text","value":". The smallest bug in a collaborative implementation can lead to divergence; in a rich text editor diverged documents will quickly lead to nonsensical changes as operations are passed around. The CKEditor team wrote a really nice post about "},{"type":"element","tagName":"a","properties":{"href":"https://ckeditor.com/blog/Lessons-learned-from-creating-a-rich-text-editor-with-real-time-collaboration/","target":"_blank","rel":["noopener","nofollow"]},"children":[{"type":"text","value":"what can go wrong in diverged documents"}]},{"type":"text","value":" last year."}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{"dir":"ltr"},"children":[{"type":"text","value":"This is starting to sound like an impossible problem, but after 30 years of research the established technology for simple collaboration cases is very mature. When the TinyMCE development team began investigating various technologies for collaboration, the editor was able to collaborate on unformatted paragraphs (using plain text transformations) within "},{"type":"element","tagName":"em","properties":{},"children":[{"type":"text","value":"days"}]},{"type":"text","value":"."}]},{"type":"text","value":"\n"},{"type":"element","tagName":"h2","properties":{"dir":"ltr"},"children":[{"type":"text","value":"Operational Transform (OT)"}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{},"children":[{"type":"element","tagName":"a","properties":{"href":"https://en.wikipedia.org/wiki/Operational_transformation","target":"_blank","rel":["noopener"]},"children":[{"type":"text","value":"Operational Transformation"}]},{"type":"text","value":", originally proposed in 1989, has had many forms over the years. The original vision did not require a server at all. However, as more and more research was published on the topic, and most of it was proven wrong, it became clear that OT had too many edge cases."}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{},"children":[{"type":"text","value":" "}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{},"children":[{"type":"element","tagName":"img","properties":{"style":"display: block; margin-left: auto; margin-right: auto;","src":"https://images.ctfassets.net/s600jj41gsex/3uTL8JEqiqecKDjugRtcdO/78568b05622cc3d0fdbb0b46d09ccf1d/Screen_Shot_2019-11-29_at_2.10.39_pm.png","alt":"","width":1093,"height":818},"children":[]}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{},"children":[{"type":"text","value":"Credit: "},{"type":"element","tagName":"a","properties":{"href":"https://www.infoq.com/presentations/crdt-distributed-consistency/","target":"_blank","rel":["noopener"]},"children":[{"type":"text","value":"Martin Kleppmann, 2018"}]}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{"dir":"ltr"},"children":[{"type":"text","value":" "}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{"dir":"ltr"},"children":[{"type":"text","value":"In OT, every user action is broken down into one or more operations. These operations are transmitted between clients along with their baseline reference; if two users perform actions at the same time, incoming operations must be transformed to include the local operations that have happened since that baseline. They are then applied locally and form the new baseline."}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{"dir":"ltr"},"children":[{"type":"text","value":"This constant transformation of operations turned out to have too many edge cases where clients were found to not produce the same baseline (the \"wrong\" papers above). When that happens, the clients will never converge on the same result and break the fundamental assumption of collaboration."}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{"dir":"ltr"},"children":[{"type":"text","value":"Only two reliable forms of OT have survived the test of time:"}]},{"type":"text","value":"\n"},{"type":"element","tagName":"ul","properties":{},"children":[{"type":"text","value":"\n"},{"type":"element","tagName":"li","properties":{"dir":"ltr","role":"presentation"},"children":[{"type":"text","value":"Server-based OT, splitting multi-user collaboration into groups where each client pairs individually with the server. The server coordinates the document state and operation list to ensure that transformation only ever occurs within these pairs, thus avoiding the complexity (and edge cases) of three-way transforms."}]},{"type":"text","value":"\n"},{"type":"element","tagName":"li","properties":{"dir":"ltr","role":"presentation"},"children":[{"type":"text","value":"OT with what's known as \"transform property 2\". CP2/TP2 finally gave the community a provably correct multi-way transformation algorithm, but it turned out to be "},{"type":"element","tagName":"em","properties":{},"children":[{"type":"text","value":"so complex"}]},{"type":"text","value":" that very few data structures have working TP2 implementations."}]},{"type":"text","value":"\n"}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{"dir":"ltr"},"children":[{"type":"text","value":"I don't have a clear picture of exactly when or how the community decided to move on from OT, but I think it was pretty clear that OT had reached the limit of what research could offer and a new direction emerged."}]},{"type":"text","value":"\n"},{"type":"element","tagName":"h2","properties":{"dir":"ltr"},"children":[{"type":"text","value":"Conflict-free replicated data type (CRDT)"}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{"dir":"ltr"},"children":[{"type":"text","value":"The "},{"type":"element","tagName":"a","properties":{"href":"https://en.wikipedia.org/wiki/Conflict-free_replicated_data_type","target":"_blank","rel":["noopener"]},"children":[{"type":"text","value":"Conflict-free replicated data type"}]},{"type":"text","value":" began popping up around 2006, was formally defined in 2011, and has quickly become the darling child of the distributed computing industry. CRDT offers everything OT promised and delivers it with confidence backed by years of proven reliability in databases.  "}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{},"children":[{"type":"text","value":"The magic of CRDT is due in large part to how it breaks down data into such small pieces that it generally doesn't need to transform the change itself, only the position of the change. For example, text data collaboration with CRDT treats every "},{"type":"element","tagName":"em","properties":{},"children":[{"type":"text","value":"character"}]},{"type":"text","value":" as a separate entity."}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{"dir":"ltr"},"children":[{"type":"text","value":"With this restriction, the current state of CRDT research supports collaboration on two main types of data:"}]},{"type":"text","value":"\n"},{"type":"element","tagName":"ul","properties":{},"children":[{"type":"text","value":"\n"},{"type":"element","tagName":"li","properties":{"dir":"ltr","role":"presentation"},"children":[{"type":"text","value":"Plain text"}]},{"type":"text","value":"\n"},{"type":"element","tagName":"li","properties":{"dir":"ltr","role":"presentation"},"children":[{"type":"text","value":"Arbitrary JSON structures (using a separate plain text CRDT for each text value)"}]},{"type":"text","value":"\n"}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{"dir":"ltr"},"children":[{"type":"text","value":"And that second point, dear reader, has tied in nicely to the rise of content management that stores JSON document data instead of HTML."}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{"dir":"ltr"},"children":[{"type":"text","value":"The limitations of CRDT are similar to what happened when the TP2 restriction was proposed for OT; the difficulty is in the data type. It is not as difficult as TP2 - there is a working OT+TP2 for JSON, but my impression is the CRDT implementation was easier to achieve - but it's still only appropriate for simple use cases."}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{"dir":"ltr"},"children":[{"type":"text","value":"When it comes to more advanced structures such as rich text editing, the crux of the problem with CRDTs is user intent. Working at such a low level provides an easier guarantee of eventual consistency, but you lose sight of the big picture. For example in OT we can define a \"split text node\" operation which can be complicated to transform but is very well understood to have certain properties in a rich text editor. Whereas in CRDT, the changes are more data-focussed and it becomes very clinical. A good example is splitting a text node. Think about what that might take at the data level:"}]},{"type":"text","value":"\n"},{"type":"element","tagName":"ol","properties":{},"children":[{"type":"text","value":"\n"},{"type":"element","tagName":"li","properties":{"dir":"ltr","role":"presentation"},"children":[{"type":"text","value":"Remove text after the split point in the node"}]},{"type":"text","value":"\n"},{"type":"element","tagName":"li","properties":{"dir":"ltr","role":"presentation"},"children":[{"type":"text","value":"Insert a new sibling text node after the current node containing the removed text"}]},{"type":"text","value":"\n"}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{"dir":"ltr"},"children":[{"type":"text","value":"This might not be exactly how CRDT algorithms represent these changes, but my point is they do not transmit the intent. OT trades complexity for the ability to capture the intent; CRDT has less complexity but can only guarantee all clients end with the same data - however that data might not be the intended structure, or even valid for your schema."}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{"dir":"ltr"},"children":[{"type":"text","value":" "}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{},"children":[{"type":"element","tagName":"img","properties":{"style":"display: block; margin-left: auto; margin-right: auto;","src":"https://images.ctfassets.net/s600jj41gsex/3jQRNyki6SeVgF8yVTmxKT/edbf5282d3c392d29a021a1eeeef60e3/Screen_Shot_2019-12-11_at_10.26.53_am.png","alt":"","width":1092,"height":821},"children":[]}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{},"children":[{"type":"text","value":"Credit: "},{"type":"element","tagName":"a","properties":{"href":"https://gotocon.com/berlin-2016/presentations/show_talk.jsp?oid=7910","target":"_blank","rel":["noopener"]},"children":[{"type":"text","value":"Martin Kleppmann, 2016"}]}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{},"children":[{"type":"text","value":" "}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{"dir":"ltr"},"children":[{"type":"text","value":"The effect of this trade-off is that while there are some editors available today with support for collaboration using CRDT, every single one of them has compromises in depth of features and user experience."}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{"dir":"ltr"},"children":[{"type":"text","value":"If you can show me a rich text editor with support for CRDT, I can show you why I struggle to call it a \"rich\" text editor. Perhaps we should call them moderately wealthy text editors. Limiting the breadth of HTML capability for ease of collaboration is a popular trend, but not one that we wish to engage with for TinyMCE."}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{},"children":[{"type":"text","value":"In the worst case, when applying CRDT mechanisms to a full rich text editor, the user experience can be compromised due to the lack of intent. During my research I was already leaning towards OT, but this video shows the point at which I decided CRDT was not ready for our needs. This is a "},{"type":"element","tagName":"a","properties":{"href":"https://examples.convergence.io/examples/froala","target":"_blank","rel":["noopener"]},"children":[{"type":"text","value":"convergence.io demo"}]},{"type":"text","value":" showing their collaboration server linked to the Froala rich text editor."}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{},"children":[{"type":"element","tagName":"iframe","properties":{"src":"https://www.youtube.com/embed/42KDvoFqzsI","width":688,"height":388,"frameBorder":"0","allowFullScreen":true},"children":[]}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{"dir":"ltr"},"children":[{"type":"text","value":"This is the exact \"split node\" scenario I described earlier; applying bold near the start of a text node necessarily has to split the text node into three parts (before, bold, and after). With a CRDT implementation, when the collaborating "},{"type":"element","tagName":"a","properties":{"href":"https://www.tiny.cloud/blog/set-and-get-cursor-position/"},"children":[{"type":"text","value":"user's cursor"}]},{"type":"text","value":" is in the \"after\" section, the application of bold recreates the text node and the user has a poor experience."}]},{"type":"text","value":"\n"},{"type":"element","tagName":"h2","properties":{"dir":"ltr"},"children":[{"type":"text","value":"Conclusions"}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{"dir":"ltr"},"children":[{"type":"text","value":"While my example is very simple and could be managed so the cursor doesn't move, I saw it as a sign of unknown and potentially far greater pain. The risks of finding an unsolvable issue on that path are too great, compared to the very complex but known feasibility of Operational Transformation on a rich text model."}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{"dir":"ltr"},"children":[{"type":"text","value":"CRDT is the holy grail of collaboration, it's an active area of research, and the prospect of peer-to-peer editing with end-to-end encryption is an exciting one. The technology isn't ready for our needs yet, but I believe in the future some incredible products will be made possible. In the meantime TinyMCE will rely on OT for collaboration, coming later this year."}]},{"type":"text","value":"\n"},{"type":"element","tagName":"h2","properties":{"dir":"ltr"},"children":[{"type":"text","value":"Research links (in no particular order):"}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{"dir":"ltr"},"children":[{"type":"element","tagName":"a","properties":{"href":"https://www.youtube.com/watch?v=yCcWpzY8dIA","target":"_blank","rel":["noopener"]},"children":[{"type":"text","value":"Conflict Resolution for Eventual Consistency"}]},{"type":"text","value":", Martin Kleppmann 2016"}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{"dir":"ltr"},"children":[{"type":"element","tagName":"a","properties":{"href":"https://www.youtube.com/watch?v=B5NULPSiOGw","target":"_blank","rel":["noopener"]},"children":[{"type":"text","value":"CRDTs and the Quest for Distributed Consistency"}]},{"type":"text","value":", Martin Kleppmann 2018"}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{"dir":"ltr"},"children":[{"type":"element","tagName":"a","properties":{"href":"https://ckeditor.com/blog/Lessons-learned-from-creating-a-rich-text-editor-with-real-time-collaboration/","target":"_blank","rel":["noopener","nofollow"]},"children":[{"type":"text","value":"Lessons learned from creating a rich-text editor with real-time collaboration"}]},{"type":"text","value":", CKSource 2018"}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{"dir":"ltr"},"children":[{"type":"element","tagName":"a","properties":{"href":"https://news.ycombinator.com/item?id=19886883","target":"_blank","rel":["noopener"]},"children":[{"type":"text","value":"Why CRDT didn't work out as well for collaborative editing xi-editor"}]},{"type":"text","value":", 2019 Hacker News thread (links to github)"}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{"dir":"ltr"},"children":[{"type":"element","tagName":"a","properties":{"href":"http://www.codecommit.com/blog/java/understanding-and-applying-operational-transformation","target":"_blank","rel":["noopener"]},"children":[{"type":"text","value":"Understanding and Applying Operational Transformation"}]},{"type":"text","value":", Daniel Spiewak 2010"}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{"dir":"ltr"},"children":[{"type":"element","tagName":"a","properties":{"href":"https://pierrehedkvist.com/posts/1-creating-a-collaborative-editor","target":"_blank","rel":["noopener"]},"children":[{"type":"text","value":"Creating a Collaborative Editor"}]},{"type":"text","value":", Pierre Hedkvist 2019"}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{"dir":"ltr"},"children":[{"type":"element","tagName":"a","properties":{"href":"https://arxiv.org/pdf/1608.03960.pdf","target":"_blank","rel":["noopener"]},"children":[{"type":"text","value":"A Conflict-Free Replicated JSON Datatype"}]},{"type":"text","value":", Martin Kleppmann and Alastair R. Beresford 2017"}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{"dir":"ltr"},"children":[{"type":"element","tagName":"a","properties":{"href":"https://medium.com/@raphlinus/towards-a-unified-theory-of-operational-transformation-and-crdt-70485876f72f","target":"_blank","rel":["noopener"]},"children":[{"type":"text","value":"Towards a unified theory of Operational Transformation and CRDT"}]},{"type":"text","value":", Raph Levien 2016"}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{"dir":"ltr"},"children":[{"type":"element","tagName":"a","properties":{"href":"http://archagon.net/blog/2018/03/24/data-laced-with-history/","target":"_blank","rel":["noopener"]},"children":[{"type":"text","value":"Data Laced with History: Causal Trees & Operational CRDTs"}]},{"type":"text","value":", Alexei Baboulevitch 2018"}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{"dir":"ltr"},"children":[{"type":"element","tagName":"a","properties":{"href":"http://operational-transformation.github.io/visualization.html","target":"_blank","rel":["noopener"]},"children":[{"type":"text","value":"Visualization of OT with a central server"}]},{"type":"text","value":", Tim Baumann 2012"}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{"dir":"ltr"},"children":[{"type":"element","tagName":"a","properties":{"href":"https://news.ycombinator.com/item?id=18191867","target":"_blank","rel":["noopener"]},"children":[{"type":"text","value":"Real Differences between OT and CRDT for Co-Editors"}]},{"type":"text","value":", 2018 Hacker News thread (links to paper)*"}]},{"type":"text","value":"\n"},{"type":"element","tagName":"p","properties":{"dir":"ltr"},"children":[{"type":"text","value":"* This last paper was updated in 2019 and split into three parts:"}]},{"type":"text","value":"\n"},{"type":"element","tagName":"ul","properties":{},"children":[{"type":"text","value":"\n"},{"type":"element","tagName":"li","properties":{"dir":"ltr"},"children":[{"type":"element","tagName":"a","properties":{"href":"https://arxiv.org/abs/1905.01518"},"children":[{"type":"text","value":"https://arxiv.org/abs/1905.01518"}]}]},{"type":"text","value":"\n"},{"type":"element","tagName":"li","properties":{"dir":"ltr"},"children":[{"type":"element","tagName":"a","properties":{"href":"https://arxiv.org/abs/1905.01517"},"children":[{"type":"text","value":"https://arxiv.org/abs/1905.01517"}]}]},{"type":"text","value":"\n"},{"type":"element","tagName":"li","properties":{"dir":"ltr"},"children":[{"type":"element","tagName":"a","properties":{"href":"https://arxiv.org/abs/1905.01302"},"children":[{"type":"text","value":"https://arxiv.org/abs/1905.01302"}]}]},{"type":"text","value":"\n"}]}],"data":{"quirksMode":false}}}},"body2":null,"codepens":null,"heroImage":{"image":{"fluid":{"base64":"data:image/jpeg;base64,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","aspectRatio":1.2173913043478262,"src":"//images.ctfassets.net/s600jj41gsex/lq18Ma2NAAtWvmZbaj7E4/a6e3872f74d3d43613b0e2355af79b0a/Image_default_rtc.png?w=2560&q=80&fit=scale","srcSet":"//images.ctfassets.net/s600jj41gsex/lq18Ma2NAAtWvmZbaj7E4/a6e3872f74d3d43613b0e2355af79b0a/Image_default_rtc.png?w=640&h=526&q=80&fit=scale 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