Ballerina Programming Language - Part 1: Concept

In the previous post, I talked about the context for Ballerina. In this post, I want to explain what kind of programming language it is. We can summarize this as a number of design goals:

  1. Provide abstractions for networking
  2. Use sequence diagrams as the visual model
  3. Minimize cognitive load
  4. Leverage familiarity
  5. Enable a semantically-rich static program model
  6. Provide a complete platform, not just a language
  7. Allow multiple implementations, based on different runtime environments

This is not exactly the list we started out with: it has evolved in the light of experience.

I will talk about each of these points in turn. The first two of these are a bit different. They correspond to the two fundamental features that make Ballerina unique.


The primary function of an ESB is to send and receive network messages. So language-level support for this is central to the Ballerina project.

On the sending side, the key abstraction is a remote method. A remote method is part of a client object; there is a distinct syntax for calling remote methods. A program sends a message by calling a remote method; the return value of the remote method can describe the response to that message. Implementation of remote methods is typically provided by library code or is auto-generated; each protocol will have its own client object implementation. Application code calls remote methods on client objects..

On the receiving side, the key abstraction is a resource method; a resource method is part of a service. Application code provides services by implementing resource methods. This works in conjunction with listener objects. Implementation of listener objects is typically provided by library code; each protocol will have its own listener object implementation. Listener objects call resource methods on services provided by application code.

There's a final twist that ties together the sending and receiving side: resource methods are typically passed a client object to allow them to send messages back to the client.

So what is gained by providing language-level support for networking?

Most importantly, it enables a visual model that shows the program's behaviour in terms of these abstractions: the visual model can show how the program interacts using network messages. This links up with the second unique feature of Ballerina - the use of sequence diagrams as the visual model.

It also provides a purpose-designed syntax, which does not require the developer to jump through a series of hoops. You use the language-provided syntax and it just works. It's as easy as writing a function. This is not all that important for a large program. But many programs that perform integration tasks are small, and with small programs reducing the ceremony matters. You could compare this with how AWK takes care of opening files and iterating over each line of the file: it's not hard to do, but for a small program the fact that AWK takes care of this for you is a significant convenience.

Related to this is that Ballerina's model of program execution incorporates the concept of running as a service. You don't have to write an explicit loop waiting for network requests until you get a signal. The language runtime deals with all that for you. Again, not revolutionary, but it makes a difference.

The final advantage relates to typing. At the moment the type of a resource method is just a function type, and the type of a service is just a collection of these function types. But we want to do better than this. The type of a resource method should capture not just the type of its parameters and return value, but the type of the messages that it expects to receive, and the type of the message that it will send in response. (The former is at the moment partially captured by annotations, which can be generated from, for example, Swagger/OpenAPI descriptions) Furthermore, the type of a service should capture not just the type of each message exchange separately, but also the relationship between the exchanges. This is usually called session typing and is an active area of research.

Sequence diagrams

WSO2's experience from working with customers over many years has been that drawing a sequence diagram is typically the best way to describe visually how services interact. An ESB's visual model is typically based on dataflow model, which works well for simple cases but is not as expressive. So one big idea underlying Ballerina is that you should be able to visualize a function or program as a sequence diagram.

It is important to understand that the visualization of Ballerina code as a sequence diagram is not simply a matter of tooling that is layered on top of the Ballerina language. It took me a long time to really grok Sanjiva's concept for how the language relates to sequence diagrams. My initial reaction was that it seemed to me like a category error. Sequence diagrams are just a kind of picture. What's that got to do with the syntax and semantics of a programming language?

The concept is to design the syntax and semantics of the language's abstractions for sending network messages, for in-process message passing and for concurrency so that they have a close correspondence to sequence diagrams. This enables a bidirectional mapping between the textual representation of a function in Ballerina syntax and the visual representation of the function as a sequence diagram. The sequence diagram representation fully shows the behaviour of the function as it relates to concurrency and network interaction.

The closest analogy I can think of is Visual Basic. The visual model of a UI as a form is integrated with the language semantic to make writing a Windows GUI application much easier than before. Ballerina is trying to do something similar but for a different domain. You could think of it as Visual Basic for the Cloud.

Cognitive load

Programming languages differ in the demands they make of a programmer. One way to look at this is in terms of different developer personas, such Microsoft's Einstein, Elvis and Mort personas. But it's hard to do that without implying that one kind of developer is inherently superior to another, and I don't think that's a helpful way to look at things. I prefer to think of it like this: a programming language both gives and takes. It gives abstractions to make it convenient to express solutions, and it gives the ability to detect classes of errors at compile time. But it takes intellectual effort to understand the abstractions that are provided and to fit the solution into those abstractions. In other words, it relieves the programmer of some of the cognitive load required to write and maintain a program, but it also imposes its own cognitive load. Every programming language needs to strike a balance between what it gives and what it takes that is appropropriate for the kind of program for which it is intended to be suitable.

For Ballerina, the goal has been for it to make only modest demands of the programmer. Integration tasks are often quite mundane; people just want to get things working and move on. But these integrations, although mundane, can be critically important to a business: so they need to be reliable and they need to be maintainable. So the language tries to nudge programmers in the direction of doing things in a reliable and maintainable way.


One way to reduce cognitive load is to take advantage of people's familiarity with programming languages. Specifically, Ballerina tries to take advantage of familiarity with programming languages in the C family, such as C, C++, Java, JavaScript and C#. This applies to both syntax and semantics. It is not a hard and fast rule, but a guideline: don't be different from C without a good reason, and elegance does not by itself count as a good reason. A good example would be the rules for operator precedence: the C rules are quite a bit different from what I would design if I was starting from scratch, but the benefits from better rules just aren't enough to make it worth being different from all the other languages in the C family.

Semantically-rich static program model

I have struggled to find the right phrase to describe this. It is a generalization of static typing. The idea is that the language should enable programs to describe their semantic properties in a machine-readable way. The objective is to enable tools to construct a model of the program that incorporates these properties, and then use that model to help the developer write correct programs. This ties up with the cognitive load point. A semantically-rich model enables more powerful tools, which help reduce the effective cognitive load on the programmer

"Static" means that a tool can build a model of the program just by analysing the source code, without needing to execute the program. Often this is called "compile-time", but that doesn't seem appropriate for the way an IDE will use this model. Visual Basic used to call it "design time", but that seems a bit narrow too: continued maintenance is just as important as initial design.

For types, it means we want a static type system. But our approach to static typing is pragmatic. The static type system is there to help the programmer. We don't want the static system to be so sophisticated or so inflexible that it becomes an obstacle to writing programs. The goal is not to statically type as much as possible, but to statically type to the extent that it is likely to be helpful to the programmer writing the kinds of program for which we intend Ballerina to be used.

Types are just one kind of semantic richness. There are many others.

  • Sequence diagrams depend on building a model of the program where sends and receives are matched up.
  • Documentation that is structured, not simply free-form comments, can be checked for consistency with the program, and can be made available through the IDE.
  • Properties of services and listeners can be used to automate deployment of Ballerina programs to the cloud.


There's a distinction between the core of a programming language, which defines the syntax of the language and the semantics of that syntax, and the surrounding ecosystem. Often the core comes first, and the ecosystem develops organically as the core gains popularity. A lot of the utility of any language comes from the surrounding ecosystem.

In Ballerina, we refer to the core as "the language" - it's the part that's defined in the language specification. With Ballerina, the language has been designed in conjunction with key components of the surrounding ecosystem, which we call the "platform".

The platform includes:

  • a standard library
  • a centralized module repository, and the tooling needed to support that
  • a documentation system (based on Markdown)
  • a testing framework
  • extensions/plug-ins for popular IDEs (notably Visual Studio Code).

This all takes a lot of work, and is a big factor in why Ballerina has required such a large investment of resources from WSO2.

Multiple implementations

Although the current implementation of Ballerina compiles to JVM byte codes, Ballerina is emphatically not a JVM language. We are planning to do an implementation that compiles directly to native code and we've started to look at using LLVM for this. I suspect that an implementation targeting WebAssembly will also be important long-term.

We have been careful to ensure that the language semantics, particularly as regards concurrency, are not tied to the JVM. This was part of the motivation for the initial proof-of-concept implementation approach, which compiled into bytecode for its own virtual machine (BVM), which was then interpreted by a runtime written in Java. Although the 1.0 implementation compiles directly to the JVM, it is not an entirely straightforward mapping; it takes some tricks to implement the Ballerina concurrency semantics (similar to how Kotlin implements coroutines).

There are languages that are defined by an implementation and there are languages defined by a specification. For a language with multiple implementations, it is much better if the language is defined by a specification, rather than by the idiosyncrasies of a particular implementation. The Ballerina language is defined by its specification. This specification does not in any way depend on Java.

Initially, the specification was a partial description of the implementation. But now we have evolved to a situation where the implementation is done based on the specification. From a language design point of view, we are ready for multiple implementations. It is "just" a matter of finding resources to do the implementation. One of my hopes in writing this sequence of blog posts is somebody outside WSO2 will feel inspired to their own implementation. We would be more than happy to work with anybody who wants to take this on.


There has long been a distinction, originally due to John Ousterhout, between systems programming languages, and scripting or glue languages. Systems programming languages are statically typed, high performance and designed for programming in the large. Scripting/glue languages are dynamically typed, low performance and designed for programming in the small.

There are elements of truth in this distinction, but I see it more as a spectrum than as a dichotomy, and I see Ballerina as being somewhere in the middle of that spectrum. It has static typing, but it's much less rigid than the kind of static typing that systems programming languages have. It is capable of decent performance: it should be possible to make it quite a bit faster than Python, but it will never rival Rust or C++. It's not designed for programs with hundreds of thousands of lines of code, but it's also not designed for one-liners. Here's how I would place Ballerina on the spectrum relative to some other languages:

  • Assembly
  • Rust, C
  • C++
  • Go, Java, C#
  • Ballerina
  • TypeScript
  • Python, JavaScript
  • PowerShell, Bourne shell, TCL, AWK

Go is a bit hard to place relative to Java/C#. In some ways, it's more on the systems side (no VM); in some ways, it's more on the scripting side (typing). I would put Ballerina between Go and TypeScript.

In future posts, I will get into the concrete language features that these design goals have led us to. The details of the core language are in the language specification. The rest of the platform does not yet have proper specifications, but there is lots of documentation on the web site.


Ballerina Programming Language - Part 0: Context

Well, it's been 9 years since my last blog post. It's been an eventful period on real life: I got married, we have two children, I became a Thai citizen, built a house and had major back surgery.

For the last 18 months, I have been working on the design of a new programming language called Ballerina. Version 1.0 of Ballerina has just been released, so now is a good time to start explaining what it's all about. In subsequent posts, I will delve into the technical details, but in this post I want to provide some context: the "who" and the "why".

TL;DR Ballerina was designed to be the core of a language-centric, cloud-native approach to enterprise integration. It comes from WSO2, which is a major open source enterprise integration vendor. I have been working on the language design and specification. I think it has potential beyond the world of enterprise integration.

The main person behind Ballerina is Sanjiva Weerawarana. I've known Sanjiva since around 1999 (20 years!), when we were both on the W3C XSL WG doing XPath and XSLT 1.0. Sanjiva at that time was working for IBM Research (where his boss at one point was Sharon Adler, who I had worked with on the ISO DSSSL committee).

This was the era of peak XML, before JSON was invented, and people were using XML for all sorts of things for which it was not very well-suited, including SOAP and the whole Web Services stack built on top of that. Sanjiva worked on several important parts of that including WSDL and BPEL.

Around 2005, Sanjiva decided he wanted to leave IBM and start a company with some fellow IBMers. He is from Sri Lanka, and wanted to go back. At that time, I was working for the Thai government. I had persuaded them to start an open source promotion activity, and I was running that for them (one day I should write a blog about that).

On Boxing Day 2004, there was a huge tsunami in the Indian Ocean, which was a disaster for several countries including Thailand and Sri Lanka. As part of the recovery process, the Thai government had organized an international IT conference in Phuket at the beginning of 2005. Sanjiva came to talk about Sahana, which was an effort started in Sri Lanka to use open source to help with recovery from the tsunami.

On the sidelines of the conference Sanjiva pitched me the idea for the company, at that time called Serendib Systems (the word serendipity comes from Serendip, which is an old name for Sri Lanka). The idea was to do open source related to web services, based in Sri Lanka. It was at the intersection of a number of my main interests at the time (XML and open source in developing countries), and I had confidence in Sanjiva, so it wasn't a hard decision to invest.

The name was changed to WSO2 (WS as in web services, O2 as in oxygen), Sanjiva took the role of CEO and I joined the board. WSO2 has grown steadily in the 14 years since it was founded, and now has about 600 employees. It has remained an open source company and it has developed a comprehensive open source enterprise integration platform. You may well never have heard of WSO2; we have always been rather better at the technical side of things than the marketing side. But we are actually a major vendor in the open source enterprise integration space, with lots of global Fortune 500 customers. In fact, there’s some Gartner report that says we are the world’s #1 open source integration vendor, although I’m not quite sure on what metric.

For quite some time, the workhorse of enterprise integration has been the Enterprise Service Bus (ESB). An ESB sends and receives network messages over a variety of transports, and there is a configuration language, typically in XML, that describes the flow of these messages. The configuration language can be seen as a domain-specific language (DSL) for integration. It supports abstractions like mediators, endpoints, proxy services and scheduled tasks, which allow a given message flow to be described at a higher-level than would be possible if the equivalent code were written in a programming language such as Java or Go. ESB products (including WSO2's) typically include a GUI for editing the configuration language. The ESB's higher-level abstractions allow for a much more useful graphical view than would be possible with a solution that was written in a programming language.

The fact that an ESB is not a full programming language has important consequences. It means that at a certain point you fall off a cliff: there are things you simply cannot express in the XML configuration language. ESBs typically deal with this by allowing you to write extensions in Java. In practice, this means that complex solutions are written as a combination of XML configuration and Java extensions. This creates a number of problems. First, the ESB is tied to Java. 10 years ago that wasn't really a problem, but increasingly Java is the new COBOL. The cool kids are interested in Go, TypeScript or Rust and would not even consider Java. Oracle's stewardship of Java does not help. Second, the Java extensions are a black box as far as the graphical interface is concerned. Third, multiple languages creates additional complexity for many aspects of the software development process: build, deployment, debugging. Fourth, it's bad in terms of the cognitive load that it places on the developer team: the developers have to learn two quite different languages, and continually switch gears between them.

The other fundamental problem with the ESB concept is that is designed for a centralized deployment model. The idea is that the IT department of an enterprise runs the Enterprise Service Bus for the entire enterprise. It is not only the large footprint of an ESB that pushes in this direction, but also the licensing model: ESBs are typically not cheap and are licensed on a per-server basis. If you think of the XML configuration language as a domain-specific programming language, and of the ESB as the runtime for that language, you in effect have one large program, controlling integration across the entire enterprise. Furthermore, this program is not written in a pleasant, modern programming language, with support for modularity, but is rather just a pile of XML. As you can imagine, this is not good for agility or DevOps.

This is the background that led to the creation of Ballerina. The high-level goal is to provide the foundation of a new approach to enterprise integration that is a better fit for current computing trends than the ESB. Obviously, the cloud is a hugely important part of this. The Ballerina concept evolved over a number of years. I see three stages:

  1. Let’s do a better DSL that looks more like a programming language!
  2. Let’s make it full programming language!
  3. Let’s take a shot at becoming a mainstream programming language!

Stage 2 marks the start of the Ballerina project, and was when the name was chosen; that happened in August 2016.

My first involvement with Ballerina was at the beginning of 2017, when Sanjiva asked me to help with the design of the language support for XML. But I only started to get really deeply involved in Ballerina in February 2018. At that point there was already a working, proof-of-concept implementation. Sanjiva asked me to help write a language specification.

When I started, we did not think it would take all that long for me to write a specification. We were completely wrong about that! It's been 18 months already, and it is still a work-in-progress. What happened is that as we dug into the details of the language, it became apparent that there was a lot of scope for improvement in the design. The job turned out to be more about refining and evolving the language design, rather than just documenting what had been implemented. As it became clearer than the goal was to try eventually to become a mainstream programming language, so the quality bar for the implementation needed to be raised.

Sanjiva's primary area of expertise is distributed systems, and WSO2's collective expertise is centered around enterprise middleware, rather than programming language design and implementation. When they started the Ballerina project, I think they underestimated the enormity of the project that they had taken on, as did I to some extent. As I have been wrestling with the Ballerina language design, I have gained a much better appreciation of just how hard programming language design is. I have looked at many other programming languages for inspiration. I've been incredibly impressed by how good the current generation of programming languages are. I would particularly highlight TypeScript, Go, Rust and Kotlin. Each of them has a very different language concept, but every one of them has done an amazing job of designing a programming language that realizes their concept. I take my hat off to their designers.

I should say something about what a version of 1.0 means. I should first explain first we make a distinction between the implementation version and the specification version. 1.0.0 is the implementation version. Language specifications are labelled chronologically (it's a living standard!). The 1.0.0 implementation is based on the language specification labelled 2019R3, which means the 3rd release of 2019.

1.0 does not mean that we have got either the language design or implementation to where we want it. If we lived in a world unsullied by commercial or competitive reality, we could easily spend a couple of years extending and improving the design and implementation. But WSO2 is not a huge company, and we have already made a very substantial investment in Ballerina (of the order of 50 engineers over 3 years). So we need to get something out there, so that we can get some proof points to justify continued investment. The benchmark for 1.0 is whether it works better for enterprise integration than our current ESB-based product. It needs to be sufficiently stable and performant that we can support it in production for enterprise customers.

We also have a reasonable degree of alignment between the language specification and the compiler: what the compiler implements is a subset of what the specification describes, with a couple of caveats. The first caveat is that there are some non-core features that are not quite stable. These are labelled "preview" in the specification. We expect to stabilise these soon, and that will involve some minor incompatible changes. The second caveat is that the implementation has some experimental features, which are not in the specification; we plan that the language will eventually include features that provide similar functionality.

The language design described by the current specification has two fundamental features that are unique (at least not part of any mainstream programming language). Its combination of other features is also unique: each feature is individually in some language, but no language has all of them. I think the language design is interesting not just for enterprise integration, but for any application which is mainly about combining services, whether consuming them or providing them. As things move to the cloud, more and more applications will fall into this category. Although the current state of the language design is interesting, I think the potential is even more interesting. Over the next year or two, we will stabilize more of the integration-oriented language features, which will make Ballerina quite different from any other programming language. Unfortunately, it takes a lot of work to get the general-purpose features solid and that has to be done before the more domain-specific features can be finalized.

Overall, the 2019R3 language design and the 1.0 implementation are an initial, stable step, but there is still a long way to go.

In future posts, I will get into the design of the language. In the meantime, you can try out the implementation and read the specification. The design process was initially quite closed, but has gradually become more open. Most of the discussion on the spec happens in issues in the spec's GitHub repository. Major new language features have public proposals. Comments and suggestions are welcome; the best way to provide input on is to open a new issue.

See the next post in the series.