Posit, formerly RStudio, is a modular data science platform, combining open source and commercial products.
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Sauce Labs
Score6.8 out of 10
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Sauce Labs is a cloud-based platform
for automated testing of desktop and mobile applications. It is designed to be instantly scalable, since it is optimized for continuous
integration workflows. (The vendor says that when tests are automated and run in parallel on
multiple virtual machines across many different browser, platform and device
combinations, testing time is reduced and developer time is freed up from
managing infrastructure.) The Sauce Labs testing cloud is intended to be paired…
In my humble opinion, if you are working on something related to Statistics, RStudio is your go-to tool. But if you are looking for something in Machine Learning, look out for Python. The beauty is that there are packages now by which you can write Python/SQL in R. Cross-platform functionality like such makes RStudio way ahead of its competition. A couple of chinks in RStudio armor are very small and can be considered as nagging just for the sake of argument. Other than completely based on programming language, I couldn't find significant drawbacks to using RStudio. It is one of the best free software available in the market at present.
A de minimis incentive was given to thank the reviewer for their time. The incentive was not used to bias or drive a particular response, nor was the incentive contingent on a positive endorsement. TR verified that a representative sample of customers was invited. More Info
Having used some of the competitor's tools over the year I would say that SauceLabs provides a lot of value for money if you plan to run long sets of tests with high frequencies. Paying for a single slot means you can run tests whenever you want without creeping costs but it does make running tests in parallel require an extra slot. Currently, our test suite takes over three hours to run and at the moment it is cost prohibitive to purchase an extra slot. However, having access to live testing and integration with Appium is great.
A de minimis incentive was given to thank the reviewer for their time. The incentive was not used to bias or drive a particular response, nor was the incentive contingent on a positive endorsement. More Info
The support is incredibly professional and helpful, and they often go out of their way to help me when something doesn't work.
The one-click publishing from RStudio Connect is absolutely amazing, and I really like the way that it deploys your exact package versions, because otherwise, you can get in a terrible mess.
Python doesn't feel quite as native as R at the moment but I have definitely deployed stuff in R and Python that works beautifully which is really nice indeed.
A de minimis incentive was given to thank the reviewer for their time. The incentive was not used to bias or drive a particular response, nor was the incentive contingent on a positive endorsement. More Info
A de minimis incentive was given to thank the reviewer for their time. The incentive was not used to bias or drive a particular response, nor was the incentive contingent on a positive endorsement. TR verified that a representative sample of customers was invited. More Info
Python integration is newer and still can be rough, especially with when using virtual environments.
RStudio Connect pricing feels very department focused, not quite an enterprise perspective.
Some of the RStudio packages don't follow conventional development guidelines (API breaking changes with minor version numbers) which can make supporting larger projects over longer timeframes difficult.
A de minimis incentive was given to thank the reviewer for their time. The incentive was not used to bias or drive a particular response, nor was the incentive contingent on a positive endorsement. TR verified that a representative sample of customers was invited. More Info
I've had four changes in account managers over the past couple of years. They ranged from super experienced/advocate to some that seems relatively junior/a bit removed. I understand this happens but clarity on what I can expect with these partnerships would be valuable. What I've gotten in the end has varied dramatically.
A de minimis incentive was given to thank the reviewer for their time. The incentive was not used to bias or drive a particular response, nor was the incentive contingent on a positive endorsement. TR verified that a representative sample of customers was invited. More Info
There is no viable alternative right now. The toolset is good and the functionality is increasing with every release. It is backed by regular releases and ongoing development by the RStudio team. There is good engagement with RStudio directly when support is required. Also there's a strong and growing community of developers who provide additional support and sample code.
A de minimis incentive was given to thank the reviewer for their time. The incentive was not used to bias or drive a particular response, nor was the incentive contingent on a positive endorsement. TR verified that a representative sample of customers was invited. More Info
As we currently know, there's nothing on the market with a big feature set like saucelabs at their current price point. Along with the business not having to learn a whole new tool to use again and the ability to refresh our private devices and the continuously growing number of public devices available and features.
A de minimis incentive was given to thank the reviewer for their time. The incentive was not used to bias or drive a particular response, nor was the incentive contingent on a positive endorsement. TR verified that a representative sample of customers was invited. More Info
For someone who learns how to use the software and picks up on the "language" of R, it's very easy to use. For beginners, it can be hard and might require a course, as well as the appropriate statistical training to understand what packages to use and when
A de minimis incentive was given to thank the reviewer for their time. The incentive was not used to bias or drive a particular response, nor was the incentive contingent on a positive endorsement. More Info
It is an incredibly easy service to use for what its primary intention is. The only reason a point is deducted is because more feature enrichment can be done around the Sauce Connect Proxy utility and the Jenkins Sauce OnDemand plugin. User Account administration also needs more work, such as the addition of user groups, rather than a simple hierarchy of users.
A de minimis incentive was given to thank the reviewer for their time. The incentive was not used to bias or drive a particular response, nor was the incentive contingent on a positive endorsement. More Info
RStudio is very available and cheap to use. It needs to be updated every once in a while, but the updates tend to be quick and they do not hinder my ability to make progress. I have not experienced any RStudio outages, and I have used the application quite a bit for a variety of statistical analyses
A de minimis incentive was given to thank the reviewer for their time. The incentive was not used to bias or drive a particular response, nor was the incentive contingent on a positive endorsement. TR verified that a representative sample of customers was invited. More Info
Yes, Sauce labs is always there, and it is easy to troubleshoot when you are having any connectivity issue, they always keep you informed when they plan to perform any type of maintenance window on their side in advance, so you can plan and will not affect your current work. I do not recall any outage.
A de minimis incentive was given to thank the reviewer for their time. The incentive was not used to bias or drive a particular response, nor was the incentive contingent on a positive endorsement. More Info
The time where they acquired TestObject and were trying to integrate their services would probably be the most annoying time. Annoying as features were in two separate places (websites) for example. But since the introduction of their unified platform, we haven't run into any issues as of yet and we've used them for at least 5-6 years now.
A de minimis incentive was given to thank the reviewer for their time. The incentive was not used to bias or drive a particular response, nor was the incentive contingent on a positive endorsement. TR verified that a representative sample of customers was invited. More Info
Since R is trendy among statisticians, you can find lots of help from the data science/ stats communities. If you need help with anything related to RStudio or R, google it or search on StackOverflow, you might easily find the solution that you are looking for.
A de minimis incentive was given to thank the reviewer for their time. The incentive was not used to bias or drive a particular response, nor was the incentive contingent on a positive endorsement. More Info
The people here are just so friendly and personable. For instance, Tristan Lombard answered every single email with a very cheery tone and not only did he diagnose my issue, he also made sure to ask how my day was going. Keep it up
A de minimis incentive was given to thank the reviewer for their time. The incentive was not used to bias or drive a particular response, nor was the incentive contingent on a positive endorsement. More Info
I am not sure if it's my company that makes getting Sauce Labs integrated into the team difficult or is it Sauce Labs. The process for getting Sauce Labs for a project is quite a tedious process and the information for using Sauce Labs initially is quite lacking. There is little support for getting started
RStudio was provided as the most customizable. It was also strictly the most feature-rich as far as enabling our organization to script, run, and make use of R open-source packages in our data analysis workstreams. It also provided some support for python, which was useful when we had R heavy code with some python threaded in. Overall we picked Rstudio for the features it provided for our data analysis needs and the ability to interface with our existing resources.
A de minimis incentive was given to thank the reviewer for their time. The incentive was not used to bias or drive a particular response, nor was the incentive contingent on a positive endorsement. TR verified that a representative sample of customers was invited. More Info
We have also tested out Browser Stack, which at the time was more geared towards manual testing. Although it appeared to support more mobile devices/browsers, we also wanted something that can plugin in easily with our existing Selenium test scripts. Sauce Labs was definitely more geared towards our goals at the moment which were to automation functional/regression testing and build it into our release pipeline.
A de minimis incentive was given to thank the reviewer for their time. The incentive was not used to bias or drive a particular response, nor was the incentive contingent on a positive endorsement. More Info
RStudio is very scalable as a product. The issue I have is that it doesn't necessarily fit in nicely with the mainly Microsoft environment that everybody else is using. Having RStudio for us means dedicated servers and recruiting staff who know how to manage the environment. This isn't a fault of the product at all, it's just part of the data science landscape that we all have to put up with. Having said that RStudio is absolutely great for running on low spec servers and there are loads of options to handle concurrency, memory use, etc.
A de minimis incentive was given to thank the reviewer for their time. The incentive was not used to bias or drive a particular response, nor was the incentive contingent on a positive endorsement. More Info
With private devices, you have full reign over usage of them, so no complaints there. Public devices are available if no one else is using it, which is understandable. Browser VMs are based on number of open sessions and Saucelabs give you a certain number depending on what you need. If you need more, then you pay for more. It is as simple as that. You need more devices, then you can pay for more private ones too. A workaround for public devices is to pick the first available one and not be too picky, that's if you are able to of course.
A de minimis incentive was given to thank the reviewer for their time. The incentive was not used to bias or drive a particular response, nor was the incentive contingent on a positive endorsement. TR verified that a representative sample of customers was invited. More Info
Using it for data science in a very big and old company, the most positive impact, from my point of view, has been the ability of spreading data culture across the group. Shortening the path from data to value.
Still it's hard to quantify economic benefits, we are struggling and it's a great point of attention, since splitting out the contribution of the single aspects of a project (and getting the RStudio pie) is complicated.
What is sure is that, in the long run, RStudio is boosting productivity and making the process in which is embedded more efficient (cost reduction).
A de minimis incentive was given to thank the reviewer for their time. The incentive was not used to bias or drive a particular response, nor was the incentive contingent on a positive endorsement. TR verified that a representative sample of customers was invited. More Info
A de minimis incentive was given to thank the reviewer for their time. The incentive was not used to bias or drive a particular response, nor was the incentive contingent on a positive endorsement. TR verified that a representative sample of customers was invited. More Info
