Request LLM Output Formats with ScraperAPI in Java

Learn how to use ScraperAPI’s output parameter in Java to generate clean, structured text and markdown responses ideal for training large language models.

To properly train LLMs, a lot of high quality unbiased data is needed. There is a lot of public data that is relevant for LLMs, but at times, that data can be too noisy and too large. Luckily, we have a solution. One that gathers large-scale data and cleans it by removing irrelevant or duplicate content. The result - structured format responses, that can be used to train LLMs effectively. Simply add the parameter output_format=text or output_format=markdown to the request structure. Here are some examples:

• API REQUEST

try {
String apiKey = "API_KEY";
String url = "https://api.scraperapi.com?api_key=" + apiKey + "&output_format=OUTPUT_FORMAT&url=https://www.google.com/search?q=Carglass+GmbH+Halle+%28Saale%29+%28Stadtbezirk+Nord%29&hl=en";
URL urlForGetRequest = new URL(url);
String readLine = null;
HttpURLConnection connection = (HttpURLConnection) urlForGetRequest.openConnection();
connection.setRequestMethod("GET");
int responseCode = connection.getResponseCode();
if (responseCode == HttpURLConnection.HTTP_OK) {
BufferedReader in = new BufferedReader(new InputStreamReader(connection.getInputStream()));
StringBuffer response = new StringBuffer();
while ((readLine = in.readLine()) != null) {
response.append(readLine);
}
in.close();
System.out.println(response.toString());
} else {
throw new Exception("Error in API Call");
}
} catch (Exception ex) {
ex.printStackTrace();
}
}
}

• ASYNC REQUEST

try {
String apiKey = "API_KEY";
String urlString = "https://async.scraperapi.com/jobs";
String jsonInputString = "{\"apiKey\": \"" + apiKey + "\", \"apiParams\": {\"output_format\": \"OUTPUT_FORMAT\"}, \"url\": \"https://www.google.com/search?q=Carglass+GmbH+Halle+%28Saale%29+%28Stadtbezirk+Nord%29&hl=en\"}";
URL url = new URL(urlString);
HttpURLConnection connection = (HttpURLConnection) url.openConnection();
connection.setRequestMethod("POST");
connection.setRequestProperty("Content-Type", "application/json");
connection.setDoOutput(true);
try (OutputStream os = connection.getOutputStream()) {
byte[] input = jsonInputString.getBytes("utf-8");
os.write(input, 0, input.length);
}
int responseCode = connection.getResponseCode();
BufferedReader in = new BufferedReader(new InputStreamReader(connection.getInputStream()));
String inputLine;
StringBuilder response = new StringBuilder();
while ((inputLine = in.readLine()) != null) {
response.append(inputLine);
}
in.close();
System.out.println("Response Code: " + responseCode);
System.out.println("Response: " + response.toString());
} catch (Exception e) {
e.printStackTrace();
}
}
}

• PROXY MODE - COMING SOON!

Sample Response

Markdown:

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