Extract the flow of requests and responses from a Wireshark dump JSON exported file

wireshark_http_extractor.py

import sys
import json

from urllib.parse import urlparse, parse_qs


def parse_multimap(ordered_pairs):
    """JSON loads object_pairs_hook, which creates a list of values when
    duplicate keys are found in the JSON file being parsed

    :param ordered_pairs: pairs
    :return: dict of pairs with the duplicate keys' values as list
    """
    multimap = dict()
    for k, v in ordered_pairs:
        if k in multimap:
            multimap[k] = [multimap[k]]
            multimap[k].append(v)
        else:
            multimap[k] = v
    return multimap


def main(filename):
    """Main driver function of the script

    :param filename: CSV file
    :return: None
    """
    with open(filename, "r") as f:
        contents = f.read()

    packets = json.loads(contents, object_pairs_hook=parse_multimap)

    for packet in packets:
        if "http" not in packet["_source"]["layers"]:
            # Skip TCP packets
            continue

        source = packet['_source']['layers']['ip']['ip.src']
        dest = packet['_source']['layers']['ip']['ip.dst']
        print(f"{source} -> {dest}")

        # identify the request/response key
        http = packet["_source"]["layers"]["http"]
        rkey = None
        for key in http.keys():
            if "HTTP" in key:
                rkey = key
                break

        if rkey:
            if "http.request.uri" in http[rkey]:
                print(http[rkey]["http.request.method"] + " " + http[rkey]["http.request.uri"])
                if http[rkey]["http.request.method"] == "GET":
                    parts = urlparse(http[rkey]["http.request.uri"])
                    qs = parts[4]
                    print(json.dumps({k:v[0] for k,v in parse_qs(qs).items()}, indent=2))
            elif "http.response.code" in http[rkey]:
                print(http[rkey]["http.response.code"] + " " + http[rkey]["http.response.phrase"])

        if "http.www_authenticate" in http:
            print("WWW-Authenticate: "+http["http.www_authenticate"])
        if "http.authorization" in http:
            print("Authorization: "+http["http.authorization"])
        if "http.request.full_uri" in http:
            print(http["http.request.full_uri"])
        if "http.content_type" in http:
            print("Content-Type: "+http["http.content_type"])
        if "http.file_data" in http:
            file_data = http["http.file_data"]
            if "http.content_type" in http and "json" in http["http.content_type"]:
                try:
                    print(json.dumps(json.loads(file_data), indent=2))
                except json.decoder.JSONDecodeError:
                    print(file_data)
            elif "http.content_type" in http and "urlencoded" in http["http.content_type"]:
                print(file_data)
                print(json.dumps({k:v[0] for k,v in parse_qs(file_data).items()}, indent=2))
            else:
                print(file_data)
        if "http.location" in http:
            print(http["http.location"])
        print("\n")


if __name__ == '__main__':
    if len(sys.argv) == 2:
        main(sys.argv[1])
    else:
        print("Usage: python wirehasrk_http_extractor.py wireshark_export.json > output.txt")

If you get a Wireshark's pcap file to analyze and figure out the request and response cycle of happening, then load the file in Wireshark. Go to File -> Export and export it as JSON file. Then use this script to extract all the important information like URL, Content-Type, HTTP Method, Response Code, Parameters in the Query String, Authentication headers, content payload, and JSON.