Databand.ai

Machine learning development orchestration platform

Business Overview

Dec 2017
Date Founded
Active
Operating Status
Revenue Generating
Revenue Stage
B2B
Business Model
20
Employees
Business Stage
Launched

Founders

Databand.ai
Victor Shafran
CPO
AI Expert
Databand.ai
Josh Benamram
CEO
Databand.ai
Evgeny Shulman
CTO
AI Expert

Board Members and Advisors

Databand.ai
Bruce Taragin
Board Member
Databand.ai
Tomer Avni
Board Observer

Funding Rounds

$18.5 M

Total Funding

2

Funding Rounds
3.63x
Funding Growth

New wpDataTable

Date Announced

Funding Round

Amount Raised

Investors

AI Technology Stack

3
AI Team Size
Vertical AI
AI Application
AI Description

Databand.ai platform orchestrates ML creation and data processing within organizations and provides visibility to data scientists and engineers involved in the process. The platform streamlines the integration, productization, and testing of ML pipelines, thus enabling the different stakeholders to work together on ML projects in an efficient, frictionless, way.

These are some recent contributions we’ve made to Apache Airflow:

InProcess Executor

Together with our friends from Polidea we created a new executor useful for debugging and DAG development purposes. This executor executes single task instance at time and is able to work with SQLite and sensors.

Scheduler Optimizations

Working with Polidea, we’ve made major progress in optimizing Airflow scheduler performance. In total, tests are showing 10x faster query performance with over 2000 fewer queries by count. See the list below for some of the optimizations that have been pushed (and counting):

[AIRFLOW-6856] Bulk fetch paused_dag_ids
[AIRFLOW-6857] Bulk sync DAGs
[AIRFLOW-6862] Do not check the freshness of fresh DAG
[AIRFLOW-6869] Bulk fetch DAGRuns for _process_task_instances
[AIRFLOW-6881] Bulk fetch DAGRun for create_dag_run
[AIRFLOW-6887] Do not check the state of fresh DAGRun

AI Tools
Azure Machine Learning, Databricks, Google Cloud, mlFlow, Spark

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Startup Snapshot

Operating Status
Active
AI Team Size
3
Total Funding
$18.5 Million
Founded
December 2017
Funding Stage
Series A
Time Since Last Funding Round
7 months

Competitors

Connects to common AI platforms and uses its own built-in AI algorithms to continuously monitor t...

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