SmartData Executor
Pricing
from $0.01 / 1,000 processed rows
SmartData Executor
Run structured data processing on CSV or JSON files. Clean, filter, aggregate, and transform datasets using simple parameters. Designed for analysts, automation workflows, and ETL pipelines. Outputs results as Apify Datasets with execution metadata.
Pricing
from $0.01 / 1,000 processed rows
Rating
0.0
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Developer
Am Af
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Bookmarked
1
Total users
1
Monthly active users
8 days ago
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Run fast, controlled Python data processing jobs on large datasets without managing infrastructure.
SmartData Executor is an Apify Actor that performs common data operations—cleaning, filtering, aggregation, and transformation—on CSV or JSON datasets using Pandas. It is designed for reliability, security, and predictable costs.
🚀 Features
- Supports CSV and JSON inputs
- Powered by Pandas for high-performance data manipulation
- Controlled execution environment; no arbitrary code execution
- Handles large datasets efficiently
- Outputs stored in Apify Key-Value Store and Dataset
- Integrates seamlessly with Apify workflows
🔧 Supported Operations
1️⃣ clean
- Removes empty rows
- Removes duplicate rows
2️⃣ filter
- Filters rows by column values
- Supports multiple filters simultaneously
3️⃣ aggregate
- Supported aggregation functions:
summeancountminmax
4️⃣ groupBy
- Group by one or more columns
5️⃣ renameColumns
- Rename columns
6️⃣ computedColumns
- Create computed columns using safe Pandas expressions
📥 Input Format
The input JSON must include the operation type, input format, data, and optional parameters:
