Streams API - benefits?

Are there any speed benefits to using the Streams API for uploading data?

For example if you wanted to upload a billion rows as quick as possible.

I've written a python script to upload data via the streams api and it doesnt seem much faster than the workbench. I've even tried writiing the script in an asynchronous manner hoping that the csv files / "parts" would upload concurrently and much faster.

After all this, it seems to be about the same speed of upload as using the workbench.

Any clarification for use cases for this API? Is it faster?

Thanks,

Seth

Comments

robsmith

I too am trying to upload rows as quickly as possible. I'm not an expert, but it seems that if the bottleneck is the upload bandwidth of one machine/network, you could use the Streams API to distribute the uploading of parts across multiple machines/networks. Do you agree? I think Workbench only operates from one machine.

Medinacus

After further research and testing i realize that the "slowness" to the streams api that I was seeing was really just an error in my script.

Once i correctly executed the asynchronous upload using the streams api I was able to upload a csv that was 6.2 Million rows and around 130 columns wide in 3.5 minutes.

robsmith

Nice work. Did you try/ find any advantages to using gzip compression? Or is that just uncompressed CSV?

Medinacus

That was actually uncompressed. If I had Gzipped it, im sure the speed would have increased. Probably to somewhere around 1 minute vs the 3.5 minutes i was seeing. We just tested a similar dataset and successfully uploaded a gzipped 6 Million row csv in 60-90 seconds.

On the Domo workbench, the send portion of the upload (which is really the only part of the upload that is being sped up by using the Streams API) took 36 minutes for that same file. That is a significant increase in speed. However, you still have to split and gzip the file (which the workbench has to do as well) which takes a significant amount of time. I am fairly certain that the domo workbench does NOT asynchonrously read. If you can find a way to asynchronously split and gzip the csv (or results from a SQL query) that would be a huge performance boost as well.

robsmith

Thanks @Medinacus your comments are really helpful. I frequently upload a (new) 400 million row (and growing) dataset with 200 columns, and I'm always looking for ways to save time. Have you found a part size that works well? I think the latest documentation recommends 20MB - 100MB (compressed size) per part, but I'm curious if you have any input on that. I'm trying to optimize not only the upload time, but also the time for Domo to "process" it after I commit the upload. (sorry if this should actually be a new question in forum).

Medinacus

Glad that you find them at least somewhat helpful @robsmith!

We actually havent experimented too much with part size. On our tests, our split files were 100K rows each. That turned out to be gzipped files that were about 10-12 mb. Maybe too small? However, They still uploaded very quickly as mentioned above.

How long has it been taking you to upload your 400M row file? How long does it take for the split and gzip portion and then sending the parts?

robsmith

I upload the dataset in about 3.5 hours, but one day I'll further distribute the uploader to see if I can improve that. But after committing the execution, Domo's "processing" stage takes 6+ hours. I'm hoping that by increasing my part sizes to ~100MB gzipped I can minimize the Domo processing time.

I'm not pulling from a database table that I have to split and gzip. Instead, as I collect the data, I store in gzipped csv files intended for Domo.

Medinacus

Ahh gotchya.

Thanks for the info. Very helpful as we test and try to optimize our own script.

Let me know how the 100 MB file sizes work out!

user05224

Hey - I was wondering how you uploading actual files to Domo through the Streams API?

I know you can upload file-like objects (StringIO), but can I actually upload a real file? I modified pydomo a bit on my server to allow for streaming upload (with open csvfile as f:), but I am still not able to actually upload a folder of files without opening or reading the files in the first place.

Quick Links

Find more posts tagged with

Other Categories

Product Ideas
Have a Domo product enhancement idea? Submit or upvote on ideas in the Ideas Exchange.
Ideas Exchange
Suggest & vote on new features you would like to see implemented in the Domo Product.
Data Connections
Ask questions about Connectors, Workbench, Cloud Amplifier and get best practices from Domo peers
Connectors
Connectors, Custom Connectors, Writeback
Workbench
Ask questions about Workbench, a secure, client-side solution for uploading your on-premise data to Domo.
Cloud Integrations
Ask questions about Cloud Integrations and Federated Data connection to your data warehouse or lake.
Data & ETL
Ask questions about Magic ETL, SQL DataFlows, DataFusion, Dataset Views and get best practices from Domo peers
Magic ETL
Ask Magic ETL questions and get answers from Domo peers
SQL DataFlows
Ask SQL DataFlow questions and get answers from Domo peers
Datasets
Ask DataFusion and Dataset Views questions and get answers from Domo peers
Visualize & Apps
Ask questions about Beast Mode, Cards, Charting, Dashboards, Stories, Variables and get best practices from Domo peers
Dashboards
Ask Cards, Dashboards, and Stories questions and get answers from Domo peers
App Studio
Ask questions about building apps in App Studio.
Pro-code Components
Ask questions about pro-code components and Domo Bricks and get answers from Domo peers.
Charting & Analyzer
Ask questions about charting and Analyzer and get answers from Domo peers.
Calculations & Variables (Beast Mode)
Ask questions about using calculated fields and Variables (Beast Modes) in Analyzer.
AI & Data science
Ask questions about DomoAI and get answers from Domo peers.
Domo AI & AI Chat
Ask questions about AI Chat and AI assistants.
Managing AI
Ask questions about managing AI with AI Playground, AI projects, AI models, and more.
Jupyter Workspaces
Ask questions about Jupyter Workspaces, Notebooks, and file share.
Automate
Ask questions about App Framework, Workflows, Domo Bricks, Domo Developer, API and get best practices from Domo peers
Workflows
Ask questions about Task Center, building automations with Domo Workflows, and executing JavaScript or Python code with Code Engine.
Alerts
Ask questions about managing alerts in Domo and get answers from Domo peers.
Distribute
Ask questions about Domo Everywhere, Scheduled Reports, Mobile and get best practices from Domo peers
Domo Everywhere
Ask questions about embedded analytics with Domo Everywhere.
Reporting
Ask questions about Scheduled Reports, Report Builder, and Slideshow Publications.
Manage
Ask questions about Governance Administration, Approvals, Teams, Alerts, and Buzz and get best practices from Domo peers
Governance & Security
Ask questions about People, Groups, Roles, Sandbox, Activity log, Buzz, Teams, Approvals and PDP and get best practices from Domo peers
Navigation & Productivity
Ask questions about navigation, Projects & Tasks, Goals, and Buzz chat.
APIs
Ask APIs and Developer.domo.com questions and get answers from Domo peers
Add-ins & Plugins
Ask questions about plugins, Microsoft add-ins, and other third-party software integrations.
Domo Community Gallery
Watch how our Customers are using Domo to solve their complex problems.
Product Releases
Domo support and product teams are here to live-answer questions about the most recent product releases. Please post questions in this Forum board for all users to benefit (rather than submitting a support ticket).
Domo University
Questions or discussions related to Domo University, trainings and certifications
Community Forums
Getting Started
Welcome to Domo's Community Forums! You'll find everything you need to get started in this category.
Community Announcements
Get the latest from Domo's Community Team.
Social Groups
Archive
Old or outdated content that could still be found helpful.