Exploring Python Data Jobs with Space and Time
If you’ve been following developments in Space and Time, you may have heard about our recent achievement—the introduction of a Zero-Knowledge (ZK) proof for SQL. This Proof of SQL is a significant advancement, allowing smart contracts to securely process data using SQL, which has promising implications for blockchain technology.
The Need for Long-Running Python Jobs in Web3: Despite these developments, a specific set of use cases remained unaddressed in the Web3 landscape: long-running Python jobs. Many businesses and developers within Space and Time extensively use Python for data-related tasks. Recognizing this, Space and Time set out to address two key challenges. First, Space and Time aimed to enable users to utilize Python for data extraction, transformation, and loading into Space and Time without the need for extensive coding. Second, Space and Time sought to establish a cryptographic connection between Python jobs and smart contracts to ensure security. We are pleased to introduce Space and Time Python Data Jobs, currently available in beta on the Space and Time Studio.
Streamlining Data Ingestion: Python Data Jobs simplify the process of importing data into Space and Time from various sources without requiring coding skills. Earlier this year, Space and Time introduced AI SQL, a service powered by OpenAI, enabling users to create natural language prompts converted into SQL queries.
Space and Time is excited to announce that Houston, the AI chatbot in the Space and Time Studio, can now generate straightforward ETL (Extract, Transform, Load) scripts. These scripts can extract data from Web2 databases or Web3 decentralized storage platforms, perform transformations, and load the data into Space and Time seamlessly.
Houston takes care of tasks such as connecting to databases like PostgreSQL, Snowflake, or IPFS, understanding database structures, data transformation, and efficient loading. What used to be a time-consuming and costly Python-driven process can now be accomplished with natural language commands in a single step.
Efficient Data Retrieval and Smart Contract Integration: Python Data Jobs also facilitate data extraction from Space and Time, processing, and secure transmission to smart contracts. The challenge in Web3 has been managing long-running Python jobs that may take substantial time to execute.
For example, a script calculating the probability of BTC staying above $40k for the year involves data capture, processing, and complex Python simulations, taking around 20 seconds. Ensuring the tamperproof nature of such operations when connected to smart contracts requires an innovative approach.
Throughout the Python Data Jobs beta phase, Space and Time is developing a ZK (Zero-Knowledge) proof for Python, enhancing real-time security. Currently, an optimistic security approach is employed, where the script’s inputs, outputs, and code are hashed onto a major chain for a single execution. In case of unexpected outcomes, users can request a proof, and Space and Time cryptographically verifies the execution. This approach replaces real-time redundant computation with a tamperproof audit trail, incentivizing node operators to maintain execution integrity.
Simplified Database Migrations: Houston simplifies database migrations by generating Python scripts based on user requirements. Users can specify the migration they want to perform, grant access to the source database, and Houston utilizes a prompt-to-SQL framework to retrieve database information. For example, if you instruct Houston to “create a Python script to load my Snowflake data into Space and Time,” it will generate a Python script that queries Snowflake, retrieves data, determines the schema, and replicates it in one efficient operation.
- Truflation can efficiently process and prepare large volumes of real-time inflation data from various sources for on-chain exposure via oracles using Python Data Jobs.
- dClimate can automate the extraction and transformation of weather data from multiple sources, loading it into IPFS, and streamlining the process with Python Data Jobs.
Complex Calculations for DeFi: Python Data Jobs empowers smart contracts to perform complex off-chain computations in a tamperproof manner, enabling more sophisticated business logic in DeFi protocols. This includes forecasting coin performance based on market conditions and executing calculations for options and futures pricing.
Getting Started: You can start using Python Data Jobs with Houston on the Space and Time Studio. To celebrate the beta release of our new product, they offer Python Data Jobs for free to all users for one month.
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