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Ingest, transform, and visualize your data in minutes. No heavy infrastructure. No steep learning curve.

dashboard.py - MyProject - Visual Studio Code

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TERMINALProblems | Output | Debug Console
TransistorReformTupleSavvyCalStatamicStatamicTransistorReformTupleSavvyCalStatamicStatamicTransistorReformTupleSavvyCalStatamicStatamic

Make data fun again

Full-stack data solution. All in one box 📦

SQL Editorexample.sql
 

Assistance

Context-aware help while you code

Preswald understands your entire data stack—from the structure of your tables to the quirks of your ETL logic. Get context-aware autocompletion, intelligent debugging, and real-time suggestions.

ID
Product
Region
Revenue
Status
1
A
NA
$12340
2
B
EU
$8120
3
C
APAC
$4980
4
D
LATAM
$6550

Reliability

Fix problems before they impact production

Test data transformations on local datasets to identify potential issues early. Avoid costly errors in production and minimize the risk of disrupting critical business metrics.

Redundant 'customer_segmentation_v3' model

Fragmentation: pipeline 'stg_data_normalization'

Unused transformation 'calculate_discount_rate'

Pipeline Healthy 'order_processing_stage'

Efficiency

Find and fix fragmentation

Misaligned, redundant, or overly complex transformations can lead to delays, inconsistent outputs, and costly maintenance. Stop this in its tracks.

Ingestion
5,000,000 rows
Transformation
4,800,000 rows
Loading
4,500,000 rows
Visualization
4,000,000 rows

Validation

Simulate production environments

Replicate real production environments to test your data and catch issues before they arise. Catch issues early. Save time and resources.

📄 Generating documentation...

Documentation

No more doc-writing stress

Automatically generate clear and accurate documentation from your code, including data lineage, transformation logic, and dataset context.

😎 Too cool for data chaos

Analytics in code, not in 20 different tools

Preswald is designed to help you create a lightweight, flexible analytics stack—all in code and ready to be shaped into whatever you need.

Do more with the team you have
You don't need to hire a big team or buy a patchwork of SaaS tools to get the simple metrics and numbers you need right away. Uplevel your existing talent with Preswald.
Build trust in your data
Data quality issues can make your team doubt the numbers. Preswald helps you build trust in your data. Catch issues early and easily understand what’s going on.
Cut costs by catching issues early
Broken pipelines wreck dashboards, mess up metrics, and waste everyone's time. Preswald catches issues before they go live, saving you from costly production firefights and keeping your data reliable.
Avoid knowledge bottlenecks
Tribal knowledge shouldn't be the backbone of your data stack. Preswald generates clear, automatic documentation, so anyone can step in and keep things running.

Building Together

Discover how we’re making a difference together

“One of the biggest issues in the modern tech stack is a lack of a central source of truth when it comes to data definitions. When this does exist, it’s a pain to work with or remember where to access it. Having an AI enabled solution that you can “speak to” will be a game changer and definitely reduce the noise and bloat that most systems experience as a result of siloed information. I love the idea of a “phone a friend” accessible via slack to make sure I’m using the data at my disposal well.”

Rahil Jetly
@rahiljetly

“Imagine a world where end users can make data requests and receive results directly in Slack, bypassing the need for slide decks, CRMs, or BI tools for one-off reports. This solution would accelerate data delivery, improve data accessibility, and ensure consistent data definitions.”

Drake Senter
@drakesenter

“Keeping definitions of KPI's and other metrics consistent across a team is always a challenge. Structured makes it much easier to ensure you're all driving towards the same goals with a shared understanding of how to measure success.”

Akash Kashyap
@akashkashyap

“The hardest part about using metrics isn’t the data, it’s agreeing on what the data represents. Structured standardizes metrics definitions and makes everyone’s life easier.”

Natan Vidra
@natanvidra

“Metrics are only useful if everyone agrees on what they mean. Structured standardizes definitions and solves a lot of wasted time and miscommunication.”

Andrew Hurst
@andrewhurst

“As a startup, it can be challenging to balance the need for immediate growth with the long-term requirements for robust data management. Structured's automated metric lineage proves to be an essential resource for this problem. It seamlessly tracks the evolutions in your assumptions/metrics while ensuring that the entire team remains aligned in their understanding of the key decision-making metrics.”

Chris Jun
@chrisjun

“Structured has made it easier for us to set and track our KPIs while also improving data discovery within our team. Everything is clear and accessible, so we know where we stand and can make faster, better decisions to hit our goals.”

Akshay Chalana
@akshaychalana

Newsroom

Technology

Structured Selected for TechCrunch Disrupt - Startup Battlefield 2024

Structured has been selected to participate in Startup Battlefield 200 at TechCrunch Disrupt 2024. Startup Battlefield 200 is the world's preeminent startup competition. Startup Battlefield 200 will showcase the top 200 startups from around the globe, across multiple industries.

Amrutha Gujjar

Founder and CEO

Security

Structured is now SOC 2 Type 1 Compliant

We are thrilled to announce that Structured has achieved SOC 2 Type 1 compliance, a significant milestone in our ongoing commitment to protecting your data and ensuring the highest standards of security.

Amrutha Gujjar

Founder and CEO

News

Structured featured in NYC Times Square

Structured is being featured in NYC Times Square this week! It's so exciting! Thank you to Brex and Y Combinator for supporting our journey. 😀

Shivam Singhal

Founder and CTO

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