🌐 EN العربيةEnglishFrançaisDeutschहिन्दीPortuguêsРусскийEspañolTürkçe Get the free Data Science AI guide
Browse by profession
Accounting, Bookkeeping & TaxCompliance, Audit & GRCConstructionCustomer SupportData ScienceMedicalE-commerceEducationEnergyEngineeringFinanceGaming
All 38 professions →
Collections
Full AI DirectoryFree & Open SourceAI NewsAI StatisticsBest AI deals
Company
AboutContactSubmit a toolHow we scoreEditorial Policy
Browse
AI Directory Open Source AI News 🏆 AI Challenge AI Statistics
Browse by profession
Accounting, Bookkeeping & TaxCompliance, Audit & GRCConstructionCustomer SupportData ScienceMedical All 38 professions →
Company
About Advertise Submit a tool Get the free Data Science AI guide
العربيةEnglishFrançaisDeutschहिन्दीPortuguêsРусскийEspañolTürkçe
Overview How It Works Before & After Try It Reviews Integrations Why This Tool FAQ Pricing Top 10 Get Alerts News
AI for Data Science & Advanced Predictive Analytics

SerpApi

Scrape real-time, structured search engine data from Google, Bing, and Baidu to fuel your predictive models and AI training datasets.

Access global, geolocated SERP data via a simple JSON API, bypassing all CAPTCHAs and IP blocks.

Best forData science teams needing a reliable pipeline for search engine data.
DifferentiatorHandles all scraping infrastructure (proxies, CAPTCHAs) and provides a U.S. Legal Shield.
ProofSOC 2 Type II certified, 99.95% uptime SLA, official client libraries for Python, Java, etc.
Try SerpApi
Free Plan
9.1 Zekai
Scalable SERP Data Pipeline
AI for Data Science & Advanced Predictive Analytics
Ease of Use
9.2
Accuracy
9.4
Value
8.2
Time Saving
9.6
Structured JSON OutputGeotargeted ResultsHandles CAPTCHAs99.95% Uptime SLALegal Shield
📊 Independently tested and scored. How we score →
✍️ Reviewed by Zekai Editorial Team · Updated August 7, 2026
🏷 Is this your tool? Claim this listing →

Zekai Verdict

What is it?
SerpApi provides data scientists with a real-time API to scrape structured data from dozens of search engines, including Google, Bing, DuckDuckGo, and specialized…
Best for
Best for data science teams needing a reliable, scalable pipeline for ingesting structured SERP data without the…
Not ideal for
Costs can scale quickly with high search volumes.
Price
Free plan
Zekai Score
9.1/10
Visit official site ↗Compare alternatives →Why this score →
⭐ Today's SpotlightTAZI★ 9.1/10EthonAI★ 9.1/10DocDigitizer★ 9.1/10Basedash★ 9.0/10MENA Analytics★ 8.9/10Anavid★ 8.9/10Luminovo★ 8.9/10Be the next sponsor →
Hand-scored by Zekai

Top AI for Data Science & Advanced Predictive Analytics picks

#1TAZI★ 9.1/10#2EthonAI★ 9.1/10#3DocDigitizer★ 9.1/10
See all 56 AI for Data Science & Advanced Predictive Analytics tools →
⚡ Quick answer

For data science and predictive analytics, SerpApi is a premier AI-adjacent tool for acquiring clean, structured search engine data. It provides a robust API that programmatically scrapes sources like Google, Bing, and Google Scholar, handling all infrastructure like proxies and CAPTCHAs. This allows data scientists to reliably feed real-time, geolocated data directly into their models without building and maintaining fragile scrapers.

CategorySERP Data API
Best ForData science teams needing a reliable pipeline for search engine data.
Price From$25/mo
FreeFree plan available (250 searches/mo)
DifferentiatorHandles all scraping infrastructure (proxies, CAPTCHAs) and provides a U.S. Legal Shield.
ProofSOC 2 Type II certified, 99.95% uptime SLA, official client libraries for Python, Java, etc.
Rating4.6/5
📖 About SerpApi
How It Works

Your workflow, automated

1
Define Your Data Needs
Identify the search engine (e.g., Google Scholar, Google Shopping), query, and location parameters for the data you need to collect.
2
Make an API Call
Use the SerpApi client library in your preferred language (like Python) to send a request with your specified parameters.
3
Process the JSON Response
Parse the structured JSON data returned by the API and load it into your data frame or database for analysis and model training.
Ready to automate your workflow with SerpApi?
Try SerpApi →
Real Impact

Before & After

❌ Before

Manually building and maintaining fragile web scrapers that constantly break.

Weeks of engineering per scraper
✅ After

Accessing a reliable, scalable data pipeline for real-time SERP data via a simple API call.

Minutes to integrate API
Prompt Templates

Try it with these prompts

Copy any prompt and paste it directly into the tool.

Scrape Google Search Results

Scrape Google Search Results for [Search Query] in [Location]. I need the JSON output to include details like total results, time taken, and organic results. Please ensure the search parameters are clearly defined.

Extract Local Business Data

Extract local business data for [Business Type] in [City, State]. I need to retrieve ratings, reviews, price range, and GPS coordinates for each business listed. Focus on the top [Number] results.

Get Google Knowledge Graph Information

Retrieve Google Knowledge Graph information for [Topic]. Provide the title, type, description, and source links. I am particularly interested in header images and any included source data.

Social Proof

Trusted by professionals

Ease of Use
9.2
Accuracy
9.4
Value
8.2
Time Saving
9.6

"This is the backbone of our competitive intelligence platform. The reliability and breadth of APIs save us countless engineering hours. We get clean JSON data without ever thinking about proxies or CAPTCHAs."

Anya S., ML Engineer · June 2026

"Being able to query Google Scholar programmatically with location parameters is a game-changer for my research. The data is structured perfectly for analysis in Pandas."

Ben T., Data Scientist · May 2026

"It's incredibly powerful and easy to use, but the costs add up fast on our big data projects. The throughput limits on the lower plans were also a bit restrictive before we upgraded."

Chloe L., Data Analyst · June 2026

"The U.S. Legal Shield was the deciding factor for us. It gives our legal team peace of mind, allowing my team to focus on building models instead of worrying about compliance."

David R., Head of Data · April 2026
Start Free Today →
Connects With

Works with your existing stack

Python Java JavaScript Ruby PHP Golang Rust .Net CLI
Setup complexity: Requires Coding
SerpApi provides data scientists with a real-time API to scrape structured data from dozens of search engines, including Google, Bing, DuckDuckGo, and specialized sources like Google Scholar and Google Patents. It handles all proxies, browsers, and CAPTCHAs, delivering clean JSON results ready for model training, market analysis, and competitive intelligence.
Comparison

How it compares

SerpApi vs. Bright Data: Choose SerpApi when your primary goal is to get pre-parsed, structured JSON data from search engines with maximum simplicity and legal peace of mind via its U.S. Legal Shield. Its API is purpose-built for SERPs. Opt for Bright Data when you need a more comprehensive data collection platform with granular control over a massive proxy network (including residential and mobile IPs) or require raw HTML output for custom parsing. Bright Data is a general-purpose scraping infrastructure, whereas SerpApi is a specialized, turnkey solution for SERP data.

For teams that need a broader suite of data collection tools beyond just SERPs, including social media and web data sets.
If you require more granular control over proxy networks and residential IPs for complex scraping tasks.
When your primary need is raw HTML content rather than pre-parsed JSON, allowing for custom parsing logic.
The decision

Is it worth it?

Return on investment
Using the $150/mo Production plan can save a data science team over 100 hours of engineering time per month compared to building and maintaining a comparable in-house scraping solution.
Built for
Data scientists, ML engineers, and data analysts who require large-scale, real-time search engine data for model training, market research, or competitive analysis.
Effort to adopt
Requires Coding
Compliance
SerpApi is SOC 2 Type II, SOC 3, and ISO 27001 certified, with independently audited controls for security, availability, and confidentiality.
Who It's For

Why Data Science & Advanced Predictive Analytics choose this tool

🎯
Built for
Best for data science teams needing a reliable, scalable pipeline for ingesting structured SERP data without the overhead of maintaining their own scraping infrastructure.
In-Depth Overview
For data science teams, SerpApi eliminates the immense engineering overhead of building and maintaining web scrapers. Instead of wrestling with IP blocks, browser emulation, and CAPTCHAs, you can focus on analysis and modeling. The service provides clean, structured JSON data directly from its API, drastically reducing data cleaning and preprocessing time. Proof of this is in their extensive API list, which returns structured fields for prices, reviews, rich snippets, and more. Data scientists can access highly specific, geolocated data from anywhere in the world by simply setting a 'location' parameter, which is critical for training location-aware models. The platform's value is further enhanced by its access to specialized data sources like Google Scholar, Google Patents, and Google Finance, enabling deep-dive research and analysis. A key differentiator is the U.S. Legal Shield (available on paid plans), which provides up to $2 million in coverage for the legal act of scraping public data, offering significant peace of mind for corporate data science teams.

Key Use Cases

📈
Train a Sentiment Analysis Model
Data Scientist
Collect millions of product reviews from Google Shopping, Walmart, and Amazon search results to train a sentiment analysis model for market trends.
90% reduction in data collection time
🤖
Build a Real-Time Price Monitoring System
ML Engineer
Continuously query Google Shopping and specific retailer APIs to track competitor pricing for dynamic pricing algorithms.
Real-time data ingestion
🔎
Conduct Large-Scale Academic Literature Review
Research Analyst
Systematically scrape Google Scholar and Google Patents APIs for relevant papers and patents to identify research gaps and technological trends.
Access to structured citation data
✓ Pros
Eliminates the need to build and maintain complex web scrapers.
Vast coverage of search engines and specialized data sources like Google Scholar.
Delivers clean, structured JSON, significantly reducing data preprocessing time.
Provides legal coverage via the U.S. Legal Shield on paid plans.
High reliability with a 99.95% uptime SLA guarantee on all plans.
· Cons
Costs can scale quickly with high search volumes.
Throughput limits on lower-tier plans can be a bottleneck for large-scale jobs.
The free tier is limited to 250 searches/month, suitable only for small tests.
Dependent on the structure of third-party search engine result pages, which can change.
⚡ Editorial Verdict

SerpApi is an essential infrastructure tool for any data science project that relies on public web data. It reliably delivers structured JSON from a vast array of search engines, saving immense engineering effort. The main trade-off is cost; while powerful, high-volume usage can become expensive compared to building an in-house solution.

See all Data Science & Advanced Predictive Analytics AI tools → Browse the AI Directory →
Questions & Answers

Frequently asked questions

How are searches counted in SerpApi?

+
Only successful searches are counted. Cached, errored, or failed searches do not count against your monthly limit. The number of results in a response (e.g., 10 vs. 100) does not change the cost; it's one credit per successful API call.

Can I get search results for a specific city or country?

+
Yes, SerpApi allows you to get geolocated results from anywhere in the world using the `location` parameter. It routes requests through proxy servers near the desired location to ensure accuracy.

What legal protections does SerpApi offer for data scraping?

+
On the Production plan and higher, SerpApi provides a 'U.S. Legal Shield' with up to $2 million in coverage. This covers the act of scraping and parsing public search engine data, assuming your use of the data is legal.

Is there an API for scraping Google Scholar for academic data?

+
Yes, SerpApi provides dedicated APIs for Google Scholar, Google Scholar Author, and Google Scholar Case Law, allowing you to extract structured data from academic search results.

How can I integrate SerpApi into my data science workflow in Python?

+
SerpApi offers an official Python library. You can integrate it by installing the `google-search-results` package and using the provided client to make API calls directly within your Python scripts and Jupyter notebooks.

What is the best AI tool for scraping SERP data for predictive models?

+
SerpApi is a leading solution for data scientists needing to scrape SERP data for predictive models. It provides a reliable, real-time API that handles infrastructure complexities like proxies and CAPTCHAs, delivering structured JSON data from dozens of search engines, which is ideal for feeding into machine learning pipelines.

Last reviewed:

Plans & Pricing

Start today

Free
$0
Get Started Free
Enterprise
Pricing on request
Tailored for teams and large organisations.
Contact Sales

Prices and features are updated regularly but can change at any time — always confirm on the official website. Some links on this page are affiliate links.

Data Science & Advanced Predictive Analytics

Top 10 AI tools in this category

#1
D
DocDigitizer
Score: 9.1
#2
E
EthonAI
Score: 9.1
#3
B
Basedash
Score: 9.0
#4
S
Squirro
Score: 8.9
#5
L
Luminovo
Score: 8.9
#6
A
Anavid
Score: 8.9
#7
K
Kayrros
Score: 8.8
#8
G
Graphext
Score: 8.8
#9
B
Bruna (Altum Lab)
Score: 8.8
#10
K
Karya
Score: 8.7
← Previous toolDocDigitizer★ 9.1/10Next tool →Basedash★ 9.0/10
See all 56 AI for Data Science & Advanced Predictive Analytics tools →
Free guide

Take it with you

Getting Started with SerpApi for Data Science
  • Why SERP Data is Crucial for Modern AI Models
  • Understanding the SerpApi Ecosystem: Beyond Google Search
  • Key APIs for Data Scientists: Google Scholar, Shopping, and Trends
  • Handling Geolocation and Advanced Parameters
  • Understanding Usage, Throughput, and Costs
+4 more steps inside the guide
Send me the full guide

Get SerpApi deal alerts

Be the first to know when SerpApi drops a new discount, adds features, or changes pricing.

Exclusive SerpApi discount codes
New feature announcements
Best alternative picks when pricing changes
Zero spam — unsubscribe anytime
🎉
You're subscribed!
We'll notify you when SerpApi has a new deal.
Zekai Blog

Latest AI news

AI for Data Science
GitHub Agentic Workflows Enhance AI for Data Analytics
Aug 6, 2026
AI for Data Science
AI for Data Analytics: Google Study Challenges Automation Hype
Jul 29, 2026
AI for Data Science
Data Scientists Can Now Deploy LLMs 8x Faster with Google's TurboQuant
Jun 1, 2026
AI Directory

About SerpApi

Full Description

SerpApi provides data scientists with a real-time API to scrape structured data from dozens of search engines, including Google, Bing, DuckDuckGo, and specialized sources like Google Scholar and Google Patents. It handles all proxies, browsers, and CAPTCHAs, delivering clean JSON results ready for model training, market analysis, and competitive intelligence.

Editorial Verdict

SerpApi is an essential infrastructure tool for any data science project that relies on public web data. It reliably delivers structured JSON from a vast array of search engines, saving immense engineering effort. The main trade-off is cost; while powerful, high-volume usage can become expensive compared to building an in-house solution.

Last reviewed:
Disclaimer
Zekai is an independent AI tools directory. We are not affiliated with, endorsed by, or officially connected to SerpApi unless clearly stated. All product names, logos, and brands are the property of their respective owners and are used for identification purposes only. The information on this page — including pricing, features, and availability — is general information, may have changed since our last review, and is not professional advice. Zekai Scores and verdicts are our editorial opinion. Some outbound links are affiliate links that may earn us a commission at no extra cost to you. Spotted outdated or incorrect information? Request a correction →
‹ Previous Tool Karya › Next Tool Basedash ‹ ›
All AI Tools A–Z →
Visit website ↗
SerpApi9.1Try SerpApi ↗Next tool →
⚡ Today's top 3 AI for Data Science & Advanced Predictive Analytics tools →