Kimurai is a modern web scraping framework written in Ruby which works out of box with Headless Chromium/Firefox, PhantomJS, or simple HTTP requests and allows to scrape and interact with JavaScript rendered websites.
Kimurai based on well-known Capybara and Nokogiri gems, so you don't have to learn anything new. Lets see:
# github_crawler.rb
require 'kimurai'
require 'kimurai/all'
class GithubCrawler < Kimurai::Base
@name = "github_crawler"
@driver = :selenium_chrome
@start_urls = ["https://github.com/search?q=Ruby%20Web%20Scraping"]
def parse(response, url:, data: {})
response.xpath("//ul[@class='repo-list']/div//h3/a").each do |a|
request_to :parse_repo_page, url: absolute_url(a[:href], base: url)
end
if next_page = response.at_xpath("//a[@class='next_page']")
request_to :parse, url: absolute_url(next_page[:href], base: url)
end
end
def parse_repo_page(response, url:, data: {})
item = {}
item[:owner] = response.xpath("//h1//a[@rel='author']").text
item[:repo_name] = response.xpath("//h1/strong[@itemprop='name']/a").text
item[:repo_url] = url
item[:description] = response.xpath("//span[@itemprop='about']").text.squish
item[:tags] = response.xpath("//div[@id='topics-list-container']/div/a").map { |a| a.text.squish }
item[:watch_count] = response.xpath("//ul[@class='pagehead-actions']/li[contains(., 'Watch')]/a[2]").text.squish
item[:star_count] = response.xpath("//ul[@class='pagehead-actions']/li[contains(., 'Star')]/a[2]").text.squish
item[:fork_count] = response.xpath("//ul[@class='pagehead-actions']/li[contains(., 'Fork')]/a[2]").text.squish
item[:last_commit] = response.xpath("//span[@itemprop='dateModified']/*").text
save_to "results.json", item, format: :pretty_json
end
end
GithubCrawler.start!
Run: $ ruby github_crawler.rb
D, [2018-08-04 13:06:47 +0400#24700] [Main: 47383751083520] DEBUG -- github_crawler: Session builder: driver gem required: selenium
D, [2018-08-04 13:06:47 +0400#24700] [Main: 47383751083520] DEBUG -- github_crawler: Session builder: created session instance
I, [2018-08-04 13:06:47 +0400#24700] [Main: 47383751083520] INFO -- github_crawler: Session: started get request to: https://github.com/search?q=Ruby%20Web%20Scraping
D, [2018-08-04 13:06:47 +0400#24700] [Main: 47383751083520] DEBUG -- github_crawler: Session builder: enabled native headless mode for selenium_chrome
D, [2018-08-04 13:06:47 +0400#24700] [Main: 47383751083520] DEBUG -- github_crawler: Session builder: created driver instance (selenium_chrome)
I, [2018-08-04 13:06:48 +0400#24700] [Main: 47383751083520] INFO -- github_crawler: Session: a new session driver has been created: driver name: selenium_chrome, pid: 24734, port: 9515
I, [2018-08-04 13:07:00 +0400#24700] [Main: 47383751083520] INFO -- github_crawler: Session: finished get request to: https://github.com/search?q=Ruby%20Web%20Scraping
I, [2018-08-04 13:07:00 +0400#24700] [Main: 47383751083520] INFO -- github_crawler: Stats visits: requests: 1, responses: 1
D, [2018-08-04 13:07:00 +0400#24700] [Main: 47383751083520] DEBUG -- github_crawler: Session: current_memory: 163832
I, [2018-08-04 13:07:01 +0400#24700] [Main: 47383751083520] INFO -- github_crawler: Session: started get request to: https://github.com/lorien/awesome-web-scraping
I, [2018-08-04 13:07:05 +0400#24700] [Main: 47383751083520] INFO -- github_crawler: Session: finished get request to: https://github.com/lorien/awesome-web-scraping
I, [2018-08-04 13:07:05 +0400#24700] [Main: 47383751083520] INFO -- github_crawler: Stats visits: requests: 2, responses: 2
D, [2018-08-04 13:07:05 +0400#24700] [Main: 47383751083520] DEBUG -- github_crawler: Session: current_memory: 270462
I, [2018-08-04 13:07:05 +0400#24700] [Main: 47383751083520] INFO -- github_crawler: Session: started get request to: https://github.com/jaimeiniesta/metainspector
...
I, [2018-08-04 13:09:23 +0400#24700] [Main: 47383751083520] INFO -- github_crawler: Session: started get request to: https://github.com/preston/idclight
I, [2018-08-04 13:09:23 +0400#24700] [Main: 47383751083520] INFO -- github_crawler: Session: finished get request to: https://github.com/preston/idclight
I, [2018-08-04 13:09:23 +0400#24700] [Main: 47383751083520] INFO -- github_crawler: Stats visits: requests: 137, responses: 137
D, [2018-08-04 13:09:23 +0400#24700] [Main: 47383751083520] DEBUG -- github_crawler: Session: current_memory: 280797
I, [2018-08-04 13:09:23 +0400#24700] [Main: 47383751083520] INFO -- github_crawler: Crawler: stopped: {:crawler_name=>"github_crawler", :status=>:completed, :environment=>"development", :start_time=>2018-08-04 13:06:47 +0400, :stop_time=>2018-08-04 13:09:23 +0400, :running_time=>"2m, 36s", :session_id=>nil, :visits=>{:requests=>137, :responses=>137, :requests_errors=>{}}, :error=>nil, :server=>{:hostname=>"my-pc", :ipv4=>"192.168.0.2", :process_pid=>24700}}
results.json
[
{
"owner": "lorien",
"repo_name": "awesome-web-scraping",
"repo_url": "https://github.com/lorien/awesome-web-scraping",
"description": "List of libraries, tools and APIs for web scraping and data processing.",
"tags": [
"awesome",
"awesome-list",
"web-scraping",
"data-processing",
"python",
"javascript",
"php",
"ruby"
],
"watch_count": "161",
"star_count": "2,400",
"fork_count": "348",
"last_commit": "19 days ago",
"position": 1
},
...
{
"owner": "preston",
"repo_name": "idclight",
"repo_url": "https://github.com/preston/idclight",
"description": "A Ruby gem for accessing the freely available IDClight (IDConverter Light) web service, which convert between different types of gene IDs such as Hugo and Entrez. Queries are screen scraped from http://idclight.bioinfo.cnio.es.",
"tags": [
],
"watch_count": "6",
"star_count": "1",
"fork_count": "0",
"last_commit": "on Apr 12, 2012",
"position": 124
}
]
Okay, that was easy. How about javascript rendered websites with dynamic HTML? Lets scrape a page with infinite scroll:
# infinite_scroll_crawler.rb
require 'kimurai'
require 'kimurai/all'
class InfiniteScrollCrawler < Kimurai::Base
@name = "infinite_scroll_crawler"
@driver = :selenium_chrome
@start_urls = ["https://infinite-scroll.com/demo/full-page/"]
def parse(response, url:, data: {})
posts_headers_path = "//article/h2"
count = response.xpath(posts_headers_path).count
loop do
browser.execute_script("window.scrollBy(0,10000)") ; sleep 2
response = browser.current_response
new_count = response.xpath(posts_headers_path).count
if count == new_count
logger.info "> Pagination is done" and break
else
count = new_count
logger.info "> Continue scrolling, current count is #{count}..."
end
end
posts_headers = response.xpath(posts_headers_path).map(&:text)
logger.info "> All posts from page: #{posts_headers.join('; ')}"
end
end
InfiniteScrollCrawler.start!
Run: $ ruby infinite_scroll_crawler.rb
D, [2018-08-04 17:54:14 +0400#29308] [Main: 47115312711160] DEBUG -- infinite_scroll_crawler: Session builder: driver gem required: selenium
D, [2018-08-04 17:54:14 +0400#29308] [Main: 47115312711160] DEBUG -- infinite_scroll_crawler: Session builder: created session instance
I, [2018-08-04 17:54:14 +0400#29308] [Main: 47115312711160] INFO -- infinite_scroll_crawler: Session: started get request to: https://infinite-scroll.com/demo/full-page/
D, [2018-08-04 17:54:14 +0400#29308] [Main: 47115312711160] DEBUG -- infinite_scroll_crawler: Session builder: enabled native headless mode for selenium_chrome
D, [2018-08-04 17:54:14 +0400#29308] [Main: 47115312711160] DEBUG -- infinite_scroll_crawler: Session builder: created driver instance (selenium_chrome)
I, [2018-08-04 17:54:14 +0400#29308] [Main: 47115312711160] INFO -- infinite_scroll_crawler: Session: a new session driver has been created: driver name: selenium_chrome, pid: 29342, port: 9515
I, [2018-08-04 17:54:18 +0400#29308] [Main: 47115312711160] INFO -- infinite_scroll_crawler: Session: finished get request to: https://infinite-scroll.com/demo/full-page/
I, [2018-08-04 17:54:18 +0400#29308] [Main: 47115312711160] INFO -- infinite_scroll_crawler: Stats visits: requests: 1, responses: 1
D, [2018-08-04 17:54:18 +0400#29308] [Main: 47115312711160] DEBUG -- infinite_scroll_crawler: Session: current_memory: 145957
I, [2018-08-04 17:54:21 +0400#29308] [Main: 47115312711160] INFO -- infinite_scroll_crawler: > Continue scrolling, current count is 5...
I, [2018-08-04 17:54:28 +0400#29308] [Main: 47115312711160] INFO -- infinite_scroll_crawler: > Continue scrolling, current count is 9...
I, [2018-08-04 17:54:34 +0400#29308] [Main: 47115312711160] INFO -- infinite_scroll_crawler: > Continue scrolling, current count is 11...
I, [2018-08-04 17:54:40 +0400#29308] [Main: 47115312711160] INFO -- infinite_scroll_crawler: > Continue scrolling, current count is 13...
I, [2018-08-04 17:54:43 +0400#29308] [Main: 47115312711160] INFO -- infinite_scroll_crawler: > Continue scrolling, current count is 15...
I, [2018-08-04 17:54:45 +0400#29308] [Main: 47115312711160] INFO -- infinite_scroll_crawler: > Pagination is done
I, [2018-08-04 17:54:45 +0400#29308] [Main: 47115312711160] INFO -- infinite_scroll_crawler: > All posts from page: 1a - Infinite Scroll full page demo; 1b - RGB Schemes logo in Computer Arts; 2a - RGB Schemes logo; 2b - Masonry gets horizontalOrder; 2c - Every vector 2016; 3a - Logo Pizza delivered; 3b - Some CodePens; 3c - 365daysofmusic.com; 3d - Holograms; 4a - Huebee: 1-click color picker; 4b - Word is Flickity is good; Flickity v2 released: groupCells, adaptiveHeight, parallax; New tech gets chatter; Isotope v3 released: stagger in, IE8 out; Packery v2 released
I, [2018-08-04 17:54:45 +0400#29308] [Main: 47115312711160] INFO -- infinite_scroll_crawler: Crawler: stopped: {:crawler_name=>"infinite_scroll_crawler", :status=>:completed, :environment=>"development", :start_time=>2018-08-04 17:54:14 +0400, :stop_time=>2018-08-04 17:54:45 +0400, :running_time=>"31s", :session_id=>nil, :visits=>{:requests=>1, :responses=>1, :requests_errors=>{}}, :error=>nil, :server=>{:hostname=>"my-pc", :ipv4=>"192.168.0.2", :process_pid=>29308}}
- Scrape javascript rendered websites out of box
- Supported drivers: Headless Chrome, Headless Firefox, PhantomJS or simple HTTP requests (mechanize gem)
- Write crawler code once, and use it with any supported driver later
- All the power of Capybara: use methods like
click_on
,fill_in
,select
,choose
,set
,go_back
, etc. to interact with web pages - Rich configuration: set default headers, cookies, delay between requests, enable proxy/user-agents rotation
- Built-in helpers to make scraping easy, like save_to (save items to JSON, JSON lines, CSV or YAML formats) or unique? to skip duplicates
- Automatically retry failed requests with delay
- Automatically restart browsers when reaching memory limit (memory control) or requests limit
- Easily schedule crawlers within cron using Whenever (no need to know cron syntax)
- Parallel crawling using simple method
in_parallel
- Two modes: use single file for a simple crawler, or generate Scrapy-like project
- Convenient development mode with console, colorized logger and debugger (Pry, Byebug)
- Automated server environment setup (for ubuntu 18.04) and deploy using commands
kimurai setup
andkimurai deploy
(Ansible under the hood) - Command-line runner to run all project crawlers one by one or in parallel
- Stats database with web dashboard
- Kimurai
- Features
- Table of Contents
- Installation
- Getting to Know
- Interactive console
- Available drivers
- Minimum required crawler structure
- Method arguments response, url and data
- browser object
- request_to method
- save_to helper
- Skip duplicates, unique? helper
- at_start and at_stop callbacks
- KIMURAI_ENV
- Parallel crawling using in_parallel
- Active Support included
- Schedule crawlers using Cron
- Configuration options
- Automated sever setup and deployment
- Crawler @config
- Project mode
- Chat Support and Feedback
- Author
- License
Kimurai requires Ruby version >= 2.5.0
. Supported platforms: Linux
and Mac OS X
.
- If your system doesn't have appropriate Ruby version, install it:
Ubuntu 18.04
# Install required packages for ruby-build
sudo apt update
sudo apt install git-core curl zlib1g-dev build-essential libssl-dev libreadline-dev libreadline6-dev libyaml-dev libxml2-dev libxslt1-dev libcurl4-openssl-dev libffi-dev
# Install rbenv and ruby-build
cd && git clone https://github.com/rbenv/rbenv.git ~/.rbenv
echo 'export PATH="$HOME/.rbenv/bin:$PATH"' >> ~/.bashrc
echo 'eval "$(rbenv init -)"' >> ~/.bashrc
exec $SHELL
git clone https://github.com/rbenv/ruby-build.git ~/.rbenv/plugins/ruby-build
echo 'export PATH="$HOME/.rbenv/plugins/ruby-build/bin:$PATH"' >> ~/.bashrc
exec $SHELL
# Install latest Ruby
rbenv install 2.5.1
rbenv global 2.5.1
gem install bundler
Mac OS X
# Install homebrew if you don't have it https://brew.sh/
# Install rbenv and ruby-build:
brew install rbenv ruby-build
# Add rbenv to bash so that it loads every time you open a terminal
echo 'if which rbenv > /dev/null; then eval "$(rbenv init -)"; fi' >> ~/.bash_profile
source ~/.bash_profile
# Install latest Ruby
rbenv install 2.5.1
rbenv global 2.5.1
gem install bundler
-
Install Kimurai gem:
$ gem install kimurai
-
Install browsers with webdrivers:
Ubuntu 18.04
Note: for Ubuntu 16.04-18.04 there is available automatic installation using setup
command:
$ kimurai setup localhost --local --ask-sudo
It works using Ansible so you need to install it first: $ sudo apt install ansible
. You can check using playbooks here.
If you chose automatic installation, you can skip following and go to "Getting To Know" part. In case if you want to install everything manually:
# Install basic tools
sudo apt install -q -y unzip wget tar openssl
# Install xvfb (for virtual_display headless mode, in additional to native)
sudo apt install -q -y xvfb
# Install chromium-browser and firefox
sudo apt install -q -y chromium-browser firefox
# Instal chromedriver (2.39 version)
# All versions located here https://sites.google.com/a/chromium.org/chromedriver/downloads
cd /tmp && wget https://chromedriver.storage.googleapis.com/2.39/chromedriver_linux64.zip
sudo unzip chromedriver_linux64.zip -d /usr/local/bin
rm -f chromedriver_linux64.zip
# Install geckodriver (0.21.0 version)
# All versions located here https://github.com/mozilla/geckodriver/releases/
cd /tmp && wget https://github.com/mozilla/geckodriver/releases/download/v0.21.0/geckodriver-v0.21.0-linux64.tar.gz
sudo tar -xvzf geckodriver-v0.21.0-linux64.tar.gz -C /usr/local/bin
rm -f geckodriver-v0.21.0-linux64.tar.gz
# Install PhantomJS (2.1.1)
# All versions located here http://phantomjs.org/download.html
sudo apt install -q -y chrpath libxft-dev libfreetype6 libfreetype6-dev libfontconfig1 libfontconfig1-dev
cd /tmp && wget https://bitbucket.org/ariya/phantomjs/downloads/phantomjs-2.1.1-linux-x86_64.tar.bz2
tar -xvjf phantomjs-2.1.1-linux-x86_64.tar.bz2
sudo mv phantomjs-2.1.1-linux-x86_64 /usr/local/lib
sudo ln -s /usr/local/lib/phantomjs-2.1.1-linux-x86_64/bin/phantomjs /usr/local/bin
rm -f phantomjs-2.1.1-linux-x86_64.tar.bz2
Mac OS X
# Install chrome and firefox
brew cask install google-chrome firefox
# Install chromedriver (latest)
brew cask install chromedriver
# Install geckodriver (latest)
brew install geckodriver
# Install PhantomJS (latest)
brew install phantomjs
Also, you'll probably want to save scraped items to the database (using ActiveRecord, Sequel or MongoDB Ruby Driver/Mongoid). For this you need to install database clients/servers:
Ubuntu 18.04
SQlite: $ sudo apt -q -y install libsqlite3-dev sqlite3
.
If you want to connect to a remote database, you don't need database server on local machine, only client:
# Install MySQL client
sudo apt -q -y install mysql-client libmysqlclient-dev
# Install Postgres client
sudo apt install -q -y postgresql-client libpq-dev
# Install MongoDB client
sudo apt install -q -y mongodb-clients
But if you want to save items to a local database, server required as well:
# Install MySQL client and server
sudo apt -q -y install mysql-server mysql-client libmysqlclient-dev
# Install Postgres client and server
sudo apt install -q -y postgresql postgresql-contrib libpq-dev
# Install MongoDB client and server
# version 4.0 (check here https://docs.mongodb.com/manual/tutorial/install-mongodb-on-ubuntu/)
sudo apt-key adv --keyserver hkp://keyserver.ubuntu.com:80 --recv 9DA31620334BD75D9DCB49F368818C72E52529D4
# for 16.04:
# echo "deb [ arch=amd64,arm64 ] https://repo.mongodb.org/apt/ubuntu xenial/mongodb-org/4.0 multiverse" | sudo tee /etc/apt/sources.list.d/mongodb-org-4.0.list
# for 18.04:
echo "deb [ arch=amd64 ] https://repo.mongodb.org/apt/ubuntu bionic/mongodb-org/4.0 multiverse" | sudo tee /etc/apt/sources.list.d/mongodb-org-4.0.list
sudo apt update
sudo apt install -q -y mongodb-org
sudo service mongod start
Mac OS X
SQlite: $ brew install sqlite3
# Install MySQL client and server
brew install mysql
# Start server if you need it: brew services start mysql
# Install Postgres client and server
brew install postgresql
# Start server if you need it: brew services start postgresql
# Install MongoDB client and server
brew install mongodb
# Start server if you need it: brew services start mongodb
Before you get to know all Kimurai features, there is $ kimurai console
command which is an interactive console where you can try and debug your scraping code very quickly, without having to run any crawler (yes, it's like Scrapy shell).
$ kimurai console --driver selenium_chrome --url https://github.com/vfreefly/kimurai
Show output
$ kimurai console --driver selenium_chrome --url https://github.com/vfreefly/kimurai
D, [2018-08-07 22:55:39 +0400#28225] [Main: 46928107103740] DEBUG -- : Session builder: driver gem required: selenium
D, [2018-08-07 22:55:39 +0400#28225] [Main: 46928107103740] DEBUG -- : Session builder: created session instance
I, [2018-08-07 22:55:39 +0400#28225] [Main: 46928107103740] INFO -- : Session: started get request to: https://github.com/vfreefly/kimurai
D, [2018-08-07 22:55:39 +0400#28225] [Main: 46928107103740] DEBUG -- : Session builder: enabled native headless mode for selenium_chrome
D, [2018-08-07 22:55:39 +0400#28225] [Main: 46928107103740] DEBUG -- : Session builder: created driver instance (selenium_chrome)
I, [2018-08-07 22:55:39 +0400#28225] [Main: 46928107103740] INFO -- : Session: a new session driver has been created: driver name: selenium_chrome, pid: 28261, port: 9515
I, [2018-08-07 22:55:42 +0400#28225] [Main: 46928107103740] INFO -- : Session: finished get request to: https://github.com/vfreefly/kimurai
I, [2018-08-07 22:55:42 +0400#28225] [Main: 46928107103740] INFO -- : Stats visits: requests: 1, responses: 1
D, [2018-08-07 22:55:42 +0400#28225] [Main: 46928107103740] DEBUG -- : Session: current_memory: 258068
181: def console(response = nil, url: nil, data: {})
=> 182: binding.pry
183: end
[1] pry(#<Kimurai::Base>)> response.xpath("//title").text
=> "GitHub - vfreefly/kimurai: Kimurai is a modern web scraping framework written in Ruby which works out of box with headless chromium/firefox, phantomjs, or simple HTTP requests and allows to scrape and interact with javascript rendered websites"
[2] pry(#<Kimurai::Base>)> ls
Kimurai::Base#methods: browser console request_to
instance variables: @browser @config @driver @pipelines
locals: _ __ _dir_ _ex_ _file_ _in_ _out_ _pry_ data response url
[3] pry(#<Kimurai::Base>)> ls response
Nokogiri::XML::PP::Node#methods: inspect pretty_print
Nokogiri::XML::Searchable#methods: % / at at_css at_xpath css search xpath
Enumerable#methods:
all? collect drop each_with_index find_all grep_v lazy member? none? reject slice_when take_while without
any? collect_concat drop_while each_with_object find_index group_by many? min one? reverse_each sort to_a zip
as_json count each_cons entries first include? map min_by partition select sort_by to_h
chunk cycle each_entry exclude? flat_map index_by max minmax pluck slice_after sum to_set
chunk_while detect each_slice find grep inject max_by minmax_by reduce slice_before take uniq
Nokogiri::XML::Node#methods:
<=> append_class classes document? has_attribute? matches? node_name= processing_instruction? to_str
== attr comment? each html? name= node_type read_only? to_xhtml
> attribute content elem? inner_html namespace= parent= remove traverse
[] attribute_nodes content= element? inner_html= namespace_scopes parse remove_attribute unlink
[]= attribute_with_ns create_external_subset element_children inner_text namespaced_key? path remove_class values
accept before create_internal_subset elements internal_subset native_content= pointer_id replace write_html_to
add_class blank? css_path encode_special_chars key? next prepend_child set_attribute write_to
add_next_sibling cdata? decorate! external_subset keys next= previous text write_xhtml_to
add_previous_sibling child delete first_element_child lang next_element previous= text? write_xml_to
after children description fragment? lang= next_sibling previous_element to_html xml?
ancestors children= do_xinclude get_attribute last_element_child node_name previous_sibling to_s
Nokogiri::XML::Document#methods:
<< canonicalize collect_namespaces create_comment create_entity decorate document encoding errors name remove_namespaces! root= to_java url version
add_child clone create_cdata create_element create_text_node decorators dup encoding= errors= namespaces root slop! to_xml validate
Nokogiri::HTML::Document#methods: fragment meta_encoding meta_encoding= meta_robots nofollow? noindex? serialize title title= type
instance variables: @decorators @errors @node_cache
[4] pry(#<Kimurai::Base>)> exit
$
CLI options:
--driver
(optional) driver to use. Default ismechanize
--url
(optional) url to process. If url omitted,response
andurl
objects inside the console will benil
(use browser object to navigate to any webpage).
Kimurai has support for following drivers and mostly can switch between them without need to rewrite any code:
:mechanize
- pure Ruby fake http browser. Mechanize can't render javascript and don't know what DOM is it. It only can parse original HTML code of a page. Because of it, mechanize much faster, takes much less memory and in general much more stable than any real browser. Use mechanize if you can do it, and the website doesn't use javascript to render any meaningful parts of its structure. Still, because mechanize trying to mimic a real browser, it supports almost all Capybara's methods to interact with a web page (filling forms, clicking buttons, checkboxes, etc).:poltergeist_phantomjs
- PhantomJS headless browser, can render javascript. In general, PhantomJS still faster than Headless Chrome (and headless firefox). PhantomJS has memory leakage, but Kimurai has memory control feature so you shouldn't consider it as a problem. Also, some websites can recognize PhantomJS and block access to them. Like mechanize (and unlike selenium drivers):poltergeist_phantomjs
can freely rotate proxies and change headers on the fly (see config section).:selenium_chrome
Chrome in headless mode driven by selenium. Modern headless browser solution with proper javascript rendering.:selenium_firefox
Firefox in headless mode driven by selenium. Usually takes more memory than other drivers, but sometimes can be useful.
Tip: add HEADLESS=false
env variable before command ($ HEADLESS=false ruby crawler.rb
) to run browser in normal (not headless) mode and see it's window (only for selenium-like drivers). It works for console command as well.
require 'kimurai'
require 'kimurai/all'
class SimpleCrawler < Kimurai::Base
@name = "simple_crawler"
@driver = :selenium_chrome
@start_urls = ["https://example.com/"]
def parse(response, url:, data: {})
end
end
SimpleCrawler.start!
Where:
@name
name of crawler. You can omit name if use single file crawler@driver
driver for crawler@start_urls
array of start urls to process one by one insideparse
method- Method
parse
is the start method, should be always present in crawler class
def parse(response, url:, data: {})
end
response
(Nokogiri::HTML::Document object) Contains parsed HTML code of processed webpageurl
(String) url of processed webpagedata
(Hash) uses to pass data between requests
Example how to use data
Imagine that there is a product page which doesn't contain product category. Category name present only on category page with pagination. This is the case where we can use data
to pass category name from parse
to parse_product
method:
class ProductsCrawler < Kimurai::Base
@driver = :selenium_chrome
@start_urls = ["https://example-shop.com/example-product-category"]
def parse(response, url:, data: {})
category_name = response.xpath("//path/to/category/name").text
response.xpath("//path/to/products/urls").each do |product_url|
# merge category_name with current data hash and pass it next to parse_product method
request_to(:parse_product, url: product_url[:href], data: data.merge(category_name: category_name))
end
# ...
end
def parse_product(response, url:, data: {})
item = {}
# assign item's category_name from data[:category_name]
item[:category_name] = data[:category_name]
# ...
end
end
You can query response
using XPath or CSS selectors. Check Nokogiri tutorials to understand how to work with response
:
- Parsing HTML with Nokogiri - ruby.bastardsbook.com
- HOWTO parse HTML with Ruby & Nokogiri - readysteadycode.com
- Class: Nokogiri::HTML::Document (documentation) - rubydoc.info
From any crawler instance method there is available browser
object, which is Capybara::Session object and uses to process requests and get page response (current_response
method). Usually you don't need to touch it directly, because there is response
(see above) which contains page response after it was loaded.
But if you need to interact with a page (like filling form fields, clicking elements, checkboxes, etc) browser
is ready for you:
class GoogleCrawler < Kimurai::Base
@name = "google_crawler"
@driver = :selenium_chrome
@start_urls = ["https://www.google.com/"]
def parse(response, url:, data: {})
browser.fill_in "q", with: "Kimurai web scraping framework"
browser.click_button "Google Search"
# Update response to current response after interaction with browser
response = browser.current_response
# collect results
results = response.xpath("//div[@class='g']//h3/a").map do |a|
{ title: a.text, url: a[:href] }
end
# ...
end
end
Check out Capybara cheat sheets where you can see all available methods to interact with browser:
- UI Testing with RSpec and Capybara [cheat sheet] - cheatrags.com
- Capybara Cheatsheet PDF - thoughtbot.com
- Class: Capybara::Session (documentation) - rubydoc.info
For making requests to a particular method there is request_to
. It requires minimum two arguments: :method_name
and url:
. An optional argument is data:
(see above what for is it). Example:
class Crawler < Kimurai::Base
@driver = :selenium_chrome
@start_urls = ["https://example.com/"]
def parse(response, url:, data: {})
request_to :parse_product, url: "https://example.com/some_product"
end
def parse_product(response, url:, data: {})
puts "from page https://example.com/some_product !"
end
end
Under the hood request_to
simply call #visit (browser.visit(url)
) and then required method with arguments:
request_to
def request_to(handler, url:, data: {})
request_data = { url: url, data: data }
browser.visit(url)
public_send(handler, browser.current_response, request_data)
end
request_to
just makes things simpler, and without it we could do something like:
Check the code
class Crawler < Kimurai::Base
@driver = :selenium_chrome
@start_urls = ["https://example.com/"]
def parse(response, url:, data: {})
url_to_process = "https://example.com/some_product"
browser.visit(url_to_process)
parse_product(browser.current_response, url: url_to_process)
end
def parse_product(response, url:, data: {})
puts "from page https://example.com/some_product !"
end
end
Sometimes all that you need is to simply save scraped data to a file format, like JSON or CSV. You can use save_to
for it:
class ProductsCrawler < Kimurai::Base
@driver = :selenium_chrome
@start_urls = ["https://example-shop.com/"]
# ...
def parse_product(response, url:, data: {})
item = {}
item[:title] = response.xpath("//title/path").text
item[:description] = response.xpath("//desc/path").text.squish
item[:price] = response.xpath("//price/path").text[/\d+/]&.to_f
# add each new item to `scraped_products.json` file
save_to "scraped_products.json", item, format: :json
end
end
Supported formats:
:yaml
YAML:json
JSON:pretty_json
"pretty" JSON (JSON.pretty_generate
):jsonlines
JSON Lines:csv
CSV
Note: save_to
requires data (item to save) to be a Hash
.
By default save_to
add position key to an item hash. You can disable it with position: false
: save_to "scraped_products.json", item, format: :json, position: false
.
How helper works:
Until crawler stops, each new item will be appended to a file. At the next run, helper will clear the content of a file first, and then start again appending items to it.
It's pretty common when websites have duplicated pages. For example when an e-commerce shop has the same products in different categories. To skip duplicates, there is unique?
helper:
class ProductsCrawler < Kimurai::Base
@driver = :selenium_chrome
@start_urls = ["https://example-shop.com/"]
def parse(response, url:, data: {})
response.xpath("//categories/path").each do |category|
request_to :parse_category, url: category[:href]
end
end
# check products for uniqueness using product url inside of parse_category
def parse_category(response, url:, data: {})
response.xpath("//products/path").each do |product|
# skip url if it's not unique
next unless unique?(product_url: product[:href])
# otherwise process it
request_to :parse_product, url: product[:href]
end
end
# or/and check products for uniqueness using product stock number inside of parse_product
def parse_product(response, url:, data: {})
item = {}
item[:stock_number] = response.xpath("//product/stock_number/path").text.strip.upcase
# don't save product and return from method if there is already saved item with same stock_number
return unless unique?(stock_number: item[:stock_number])
# ...
save_to "results.json", item, format: :json
end
end
unique?
helper works pretty simple:
# check string "http://example.com" in scope `url` for a first time:
unique?(url: "http://example.com")
# => true
# try again:
unique?(url: "http://example.com")
# => false
To check something for uniqueness, you need to provide a scope:
# `product_url` scope
unique?(product_url: "http://example.com/product_1")
# `id` scope
unique?(id: 324234232)
# `custom` scope
unique?(custom: "Lorem Ipsum")
You can define .at_start
and .at_stop
callbacks (class methods) to perform some action before crawler started or after crawler has been stopped:
require 'kimurai'
require 'kimurai/all'
class Crawler < Kimurai::Base
@name = "example_crawler"
@driver = :selenium_chrome
@start_urls = ["https://example.com/"]
def self.at_start
logger.info "> Starting..."
end
def self.at_stop
logger.info "> Stopped!"
end
def parse(response, url:, data: {})
logger.info "> Scraping..."
end
end
Crawler.start!
Output
I, [2018-08-05 23:14:55 +0400#15800] [Main: 47044281271800] INFO -- example_crawler: > Starting...
D, [2018-08-05 23:14:55 +0400#15800] [Main: 47044281271800] DEBUG -- example_crawler: Session builder: driver gem required: selenium
D, [2018-08-05 23:14:55 +0400#15800] [Main: 47044281271800] DEBUG -- example_crawler: Session builder: created session instance
I, [2018-08-05 23:14:55 +0400#15800] [Main: 47044281271800] INFO -- example_crawler: Session: started get request to: https://example.com/
D, [2018-08-05 23:14:55 +0400#15800] [Main: 47044281271800] DEBUG -- example_crawler: Session builder: enabled native headless mode for selenium_chrome
D, [2018-08-05 23:14:55 +0400#15800] [Main: 47044281271800] DEBUG -- example_crawler: Session builder: created driver instance (selenium_chrome)
I, [2018-08-05 23:14:55 +0400#15800] [Main: 47044281271800] INFO -- example_crawler: Session: a new session driver has been created: driver name: selenium_chrome, pid: 15840, port: 9515
I, [2018-08-05 23:14:56 +0400#15800] [Main: 47044281271800] INFO -- example_crawler: Session: finished get request to: https://example.com/
I, [2018-08-05 23:14:56 +0400#15800] [Main: 47044281271800] INFO -- example_crawler: Stats visits: requests: 1, responses: 1
D, [2018-08-05 23:14:56 +0400#15800] [Main: 47044281271800] DEBUG -- example_crawler: Session: current_memory: 129448
I, [2018-08-05 23:14:56 +0400#15800] [Main: 47044281271800] INFO -- example_crawler: > Scraping...
I, [2018-08-05 23:14:56 +0400#15800] [Main: 47044281271800] INFO -- example_crawler: Crawler: stopped: {:crawler_name=>"example_crawler", :status=>:completed, :environment=>"development", :start_time=>2018-08-05 23:14:55 +0400, :stop_time=>2018-08-05 23:14:56 +0400, :running_time=>"1s", :session_id=>nil, :visits=>{:requests=>1, :responses=>1, :requests_errors=>{}}, :error=>nil, :server=>{:hostname=>"my-pc", :ipv4=>"192.168.0.2", :process_pid=>15800}}
I, [2018-08-05 23:14:56 +0400#15800] [Main: 47044281271800] INFO -- example_crawler: > Stopped!
Inside at_start
and at_stop
class methods there is available run_info
method which contains useful information about crawler state:
11: def self.at_start
=> 12: binding.pry
13: end
[1] pry(example_crawler)> run_info
=> {
:crawler_name=>"example_crawler",
:status=>:running,
:environment=>"development",
:start_time=>2018-08-05 23:32:00 +0400,
:stop_time=>nil,
:running_time=>nil,
:session_id=>nil,
:visits=>{:requests=>0, :responses=>0, :requests_errors=>{}},
:error=>nil,
:server=>{:hostname=>"my-pc", :ipv4=>"192.168.0.2", :process_pid=>20814}
}
Inside at_stop
, run_info
will be updated:
15: def self.at_stop
=> 16: binding.pry
17: end
[1] pry(example_crawler)> run_info
=> {
:crawler_name=>"example_crawler",
:status=>:completed,
:environment=>"development",
:start_time=>2018-08-05 23:32:00 +0400,
:stop_time=>2018-08-05 23:32:06 +0400,
:running_time=>6.214,
:session_id=>nil,
:visits=>{:requests=>1, :responses=>1, :requests_errors=>{}},
:error=>nil,
:server=>{:hostname=>"my-pc", :ipv4=>"192.168.0.2", :process_pid=>20814}
}
run_info[:status]
helps to determine if crawler was finished successfully or failed (possible values: :completed
, :failed
):
class Crawler < Kimurai::Base
@name = "example_crawler"
@driver = :selenium_chrome
@start_urls = ["https://example.com/"]
def self.at_stop
puts ">>> run info: #{run_info}"
end
def parse(response, url:, data: {})
logger.info "> Scraping..."
# Let's try to strip nil:
nil.strip
end
end
Output
D, [2018-08-05 23:52:54 +0400#26484] [Main: 47111535224320] DEBUG -- example_crawler: Session builder: driver gem required: selenium
D, [2018-08-05 23:52:54 +0400#26484] [Main: 47111535224320] DEBUG -- example_crawler: Session builder: created session instance
I, [2018-08-05 23:52:54 +0400#26484] [Main: 47111535224320] INFO -- example_crawler: Session: started get request to: https://example.com/
D, [2018-08-05 23:52:54 +0400#26484] [Main: 47111535224320] DEBUG -- example_crawler: Session builder: enabled native headless mode for selenium_chrome
D, [2018-08-05 23:52:54 +0400#26484] [Main: 47111535224320] DEBUG -- example_crawler: Session builder: created driver instance (selenium_chrome)
I, [2018-08-05 23:52:54 +0400#26484] [Main: 47111535224320] INFO -- example_crawler: Session: a new session driver has been created: driver name: selenium_chrome, pid: 26516, port: 9515
I, [2018-08-05 23:52:55 +0400#26484] [Main: 47111535224320] INFO -- example_crawler: Session: finished get request to: https://example.com/
I, [2018-08-05 23:52:55 +0400#26484] [Main: 47111535224320] INFO -- example_crawler: Stats visits: requests: 1, responses: 1
D, [2018-08-05 23:52:55 +0400#26484] [Main: 47111535224320] DEBUG -- example_crawler: Session: current_memory: 129015
I, [2018-08-05 23:52:55 +0400#26484] [Main: 47111535224320] INFO -- example_crawler: > Scraping...
F, [2018-08-05 23:52:55 +0400#26484] [Main: 47111535224320] FATAL -- example_crawler: Crawler: stopped: {:crawler_name=>"example_crawler", :status=>:failed, :environment=>"development", :start_time=>2018-08-05 23:52:54 +0400, :stop_time=>2018-08-05 23:52:55 +0400, :running_time=>"1s", :session_id=>nil, :visits=>{:requests=>1, :responses=>1, :requests_errors=>{}}, :error=>"#<NoMethodError: undefined method `strip' for nil:NilClass>", :server=>{:hostname=>"my-pc", :ipv4=>"192.168.0.2", :process_pid=>26484}}
>>> run info: {:crawler_name=>"example_crawler", :status=>:failed, :environment=>"development", :start_time=>2018-08-05 23:52:54 +0400, :stop_time=>2018-08-05 23:52:55 +0400, :running_time=>1.445, :session_id=>nil, :visits=>{:requests=>1, :responses=>1, :requests_errors=>{}}, :error=>"#<NoMethodError: undefined method `strip' for nil:NilClass>", :server=>{:hostname=>"my-pc", :ipv4=>"192.168.0.2", :process_pid=>26484}}
Traceback (most recent call last):
6: from crawler.rb:22:in `<main>'
5: from /home/victor/code/kimurai/lib/kimurai/base.rb:135:in `start!'
4: from /home/victor/code/kimurai/lib/kimurai/base.rb:135:in `each'
3: from /home/victor/code/kimurai/lib/kimurai/base.rb:136:in `block in start!'
2: from /home/victor/code/kimurai/lib/kimurai/base.rb:178:in `request_to'
1: from /home/victor/code/kimurai/lib/kimurai/base.rb:178:in `public_send'
crawler.rb:18:in `parse': undefined method `strip' for nil:NilClass (NoMethodError)
Usage example: if crawler finished successfully, send JSON file with scraped items to a remote FTP location, otherwise (if crawler failed), skip incompleted results and send email/notification to slack about it:
Show example
Also you can use additional methods completed?
or failed?
class Crawler < Kimurai::Base
@driver = :selenium_chrome
@start_urls = ["https://example.com/"]
def self.at_stop
if completed?
send_file_to_ftp("results.json")
else
send_error_notification(run_info[:error])
end
end
def self.send_file_to_ftp(file_path)
# ...
end
def self.send_error_notification(error)
# ...
end
# ...
def parse_item(response, url:, data: {})
item = {}
# ...
save_to "results.json", item, format: :json
end
end
Kimurai has environments, default is development
. To provide custom environment pass KIMURAI_ENV
env variable before command: $ KIMURAI_ENV=production ruby crawler.rb
. To access current environment from Ruby there is Kimurai.env
method.
Usage example:
class Crawler < Kimurai::Base
@driver = :selenium_chrome
@start_urls = ["https://example.com/"]
def self.at_stop
if failed? && Kimurai.env == "production"
send_error_notification(run_info[:error])
else
# do nothing
end
end
# ...
end
Kimurai can process web pages concurrently in one single line: in_parallel(:parse_product, 3, urls: urls)
, where :parse_product
is a method to process, 3
is count of threads and urls:
is array of urls to crawl.
# amazon_crawler.rb
require 'kimurai'
require 'kimurai/all'
class AmazonCrawler < Kimurai::Base
@name = "amazon_crawler"
@driver = :mechanize
@start_urls = ["https://www.amazon.com/"]
def parse(response, url:, data: {})
browser.fill_in "field-keywords", with: "Web Scraping Books"
browser.click_on "Go"
# walk through pagination and collect products urls:
urls = []
loop do
response = browser.current_response
response.xpath("//li//a[contains(@class, 's-access-detail-page')]").each do |a|
urls << a[:href].sub(/ref=.+/, "")
end
browser.find(:xpath, "//a[@id='pagnNextLink']", wait: 1).click rescue break
end
# process all collected urls concurrently within 3 threads:
in_parallel(:parse_book_page, 3, urls: urls)
end
def parse_book_page(response, url:, data: {})
item = {}
item[:title] = response.xpath("//h1/span[@id]").text.squish
item[:url] = url
item[:price] = response.xpath("(//span[contains(@class, 'a-color-price')])[1]").text.squish.presence
item[:publisher] = response.xpath("//h2[text()='Product details']/following::b[text()='Publisher:']/following-sibling::text()[1]").text.squish.presence
save_to "books.json", item, format: :pretty_json
end
end
AmazonCrawler.start!
Run: $ ruby amazon_crawler.rb
D, [2018-08-06 12:21:48 +0400#1686] [Main: 47180432147960] DEBUG -- amazon_crawler: Session builder: driver gem required: mechanize
D, [2018-08-06 12:21:48 +0400#1686] [Main: 47180432147960] DEBUG -- amazon_crawler: Session builder: created session instance
I, [2018-08-06 12:21:48 +0400#1686] [Main: 47180432147960] INFO -- amazon_crawler: Session: started get request to: https://www.amazon.com/
D, [2018-08-06 12:21:48 +0400#1686] [Main: 47180432147960] DEBUG -- amazon_crawler: Session builder: created driver instance (mechanize)
D, [2018-08-06 12:21:48 +0400#1686] [Main: 47180432147960] DEBUG -- amazon_crawler: Session: can't define driver_pid and driver_port for mechanize, not supported
I, [2018-08-06 12:21:48 +0400#1686] [Main: 47180432147960] INFO -- amazon_crawler: Session: a new session driver has been created: driver name: mechanize, pid: , port:
I, [2018-08-06 12:21:54 +0400#1686] [Main: 47180432147960] INFO -- amazon_crawler: Session: finished get request to: https://www.amazon.com/
I, [2018-08-06 12:21:54 +0400#1686] [Main: 47180432147960] INFO -- amazon_crawler: Stats visits: requests: 1, responses: 1
I, [2018-08-06 12:21:58 +0400#1686] [Main: 47180432147960] INFO -- amazon_crawler: Crawler: in_parallel: starting processing 53 urls within 3 threads
D, [2018-08-06 12:21:58 +0400#1686] [Child: 47180448490460] DEBUG -- amazon_crawler: Session builder: driver gem required: mechanize
D, [2018-08-06 12:21:58 +0400#1686] [Child: 47180448490460] DEBUG -- amazon_crawler: Session builder: created session instance
I, [2018-08-06 12:21:58 +0400#1686] [Child: 47180448490460] INFO -- amazon_crawler: Session: started get request to: https://www.amazon.com/Web-Scraping-Python-Collecting-Modern/dp/1491985577/
D, [2018-08-06 12:21:58 +0400#1686] [Child: 47180448490460] DEBUG -- amazon_crawler: Session builder: created driver instance (mechanize)
D, [2018-08-06 12:21:58 +0400#1686] [Child: 47180448490460] DEBUG -- amazon_crawler: Session: can't define driver_pid and driver_port for mechanize, not supported
I, [2018-08-06 12:21:58 +0400#1686] [Child: 47180448490460] INFO -- amazon_crawler: Session: a new session driver has been created: driver name: mechanize, pid: , port:
D, [2018-08-06 12:21:59 +0400#1686] [Child: 47180448535660] DEBUG -- amazon_crawler: Session builder: driver gem required: mechanize
D, [2018-08-06 12:21:59 +0400#1686] [Child: 47180448535660] DEBUG -- amazon_crawler: Session builder: created session instance
I, [2018-08-06 12:21:59 +0400#1686] [Child: 47180448535660] INFO -- amazon_crawler: Session: started get request to: https://www.amazon.com/Python-Web-Scraping-Cookbook-scraping/dp/1787285219/
D, [2018-08-06 12:21:59 +0400#1686] [Child: 47180448535660] DEBUG -- amazon_crawler: Session builder: created driver instance (mechanize)
D, [2018-08-06 12:21:59 +0400#1686] [Child: 47180448535660] DEBUG -- amazon_crawler: Session: can't define driver_pid and driver_port for mechanize, not supported
I, [2018-08-06 12:21:59 +0400#1686] [Child: 47180448535660] INFO -- amazon_crawler: Session: a new session driver has been created: driver name: mechanize, pid: , port:
D, [2018-08-06 12:22:00 +0400#1686] [Child: 47180448251660] DEBUG -- amazon_crawler: Session builder: driver gem required: mechanize
D, [2018-08-06 12:22:00 +0400#1686] [Child: 47180448251660] DEBUG -- amazon_crawler: Session builder: created session instance
I, [2018-08-06 12:22:00 +0400#1686] [Child: 47180448251660] INFO -- amazon_crawler: Session: started get request to: https://www.amazon.com/Practical-Web-Scraping-Data-Science/dp/1484235819/
D, [2018-08-06 12:22:00 +0400#1686] [Child: 47180448251660] DEBUG -- amazon_crawler: Session builder: created driver instance (mechanize)
D, [2018-08-06 12:22:00 +0400#1686] [Child: 47180448251660] DEBUG -- amazon_crawler: Session: can't define driver_pid and driver_port for mechanize, not supported
I, [2018-08-06 12:22:00 +0400#1686] [Child: 47180448251660] INFO -- amazon_crawler: Session: a new session driver has been created: driver name: mechanize, pid: , port:
I, [2018-08-06 12:22:00 +0400#1686] [Child: 47180448490460] INFO -- amazon_crawler: Session: finished get request to: https://www.amazon.com/Web-Scraping-Python-Collecting-Modern/dp/1491985577/
I, [2018-08-06 12:22:00 +0400#1686] [Child: 47180448490460] INFO -- amazon_crawler: Stats visits: requests: 4, responses: 2
I, [2018-08-06 12:22:01 +0400#1686] [Child: 47180448490460] INFO -- amazon_crawler: Session: started get request to: https://www.amazon.com/Web-Scraping-Python-Collecting-Modern/dp/1491910291/
I, [2018-08-06 12:22:01 +0400#1686] [Child: 47180448535660] INFO -- amazon_crawler: Session: finished get request to: https://www.amazon.com/Python-Web-Scraping-Cookbook-scraping/dp/1787285219/
I, [2018-08-06 12:22:01 +0400#1686] [Child: 47180448535660] INFO -- amazon_crawler: Stats visits: requests: 5, responses: 3
I, [2018-08-06 12:22:01 +0400#1686] [Child: 47180448535660] INFO -- amazon_crawler: Session: started get request to: https://www.amazon.com/Scraping-Python-Community-Experience-Distilled/dp/1782164367/
I, [2018-08-06 12:22:02 +0400#1686] [Child: 47180448490460] INFO -- amazon_crawler: Session: finished get request to: https://www.amazon.com/Web-Scraping-Python-Collecting-Modern/dp/1491910291/
...
I, [2018-08-06 12:22:29 +0400#1686] [Main: 47180432147960] INFO -- amazon_crawler: Crawler: in_parallel: stopped processing 53 urls within 3 threads, total time: 30s
I, [2018-08-06 12:22:29 +0400#1686] [Main: 47180432147960] INFO -- amazon_crawler: Crawler: stopped: {:crawler_name=>"amazon_crawler", :status=>:completed, :environment=>"development", :start_time=>2018-08-06 12:21:48 +0400, :stop_time=>2018-08-06 12:22:29 +0400, :running_time=>"40s", :session_id=>nil, :visits=>{:requests=>54, :responses=>54, :requests_errors=>{}}, :error=>nil, :server=>{:hostname=>"my-pc", :ipv4=>"192.168.0.2", :process_pid=>1686}}
books.json
[
{
"title": "Web Scraping with Python: Collecting More Data from the Modern Web2nd Edition",
"url": "https://www.amazon.com/Web-Scraping-Python-Collecting-Modern/dp/1491985577/",
"price": "$26.94",
"publisher": "O'Reilly Media; 2 edition (April 14, 2018)",
"position": 1
},
{
"title": "Python Web Scraping Cookbook: Over 90 proven recipes to get you scraping with Python, micro services, Docker and AWS",
"url": "https://www.amazon.com/Python-Web-Scraping-Cookbook-scraping/dp/1787285219/",
"price": "$39.99",
"publisher": "Packt Publishing - ebooks Account (February 9, 2018)",
"position": 2
},
{
"title": "Web Scraping with Python: Collecting Data from the Modern Web1st Edition",
"url": "https://www.amazon.com/Web-Scraping-Python-Collecting-Modern/dp/1491910291/",
"price": "$15.75",
"publisher": "O'Reilly Media; 1 edition (July 24, 2015)",
"position": 3
},
...
{
"title": "Instant Web Scraping with Java by Ryan Mitchell (2013-08-26)",
"url": "https://www.amazon.com/Instant-Scraping-Java-Mitchell-2013-08-26/dp/B01FEM76X2/",
"price": "$35.82",
"publisher": "Packt Publishing (2013-08-26) (1896)",
"position": 53
}
]
Note that save_to and unique? helpers are thread-safe (protected by Mutex) and can be freely used inside threads.
in_parallel
can take additional options:
data:
pass with urls custom data hash:in_parallel(:method, 3, urls: urls, data: { category: "Scraping" })
delay:
set delay between requests:in_parallel(:method, 3, urls: urls, delay: 2)
. Delay can beInteger
,Float
orRange
(2..5
). In case of a range, delay number will be chosen randomly for each request:rand (2..5) # => 3
driver:
set custom driver than a default one:in_parallel(:method, 3, urls: urls, driver: :poltergeist_phantomjs)
config:
pass custom options to config (see config section)
You can use all the power of familiar Rails core-ext methods for scraping inside Kimurai. Especially take a look at squish, truncate_words, titleize, remove, present? and presence.
- Inside crawler directory generate Whenever config:
$ kimurai generate schedule
.
schedule.rb
### Settings ###
require 'tzinfo'
# Export current PATH to the cron
env :PATH, ENV["PATH"]
# Use 24 hour format when using `at:` option
set :chronic_options, hours24: true
# Use local_to_utc helper to setup execution time using your local timezone instead
# of server's timezone (which is probably and should be UTC, to check run `$ timedatectl`).
# Also maybe you'll want to set same timezone in kimurai as well (`Kimurai.configuration.time_zone =`)
# to have crawlers logs in specific time zone format
# Example usage of helper:
# every 1.day, at: local_to_utc("7:00", zone: "Europe/Moscow") do
# start "google_crawler.com", output: "log/google_crawler.com.log"
# end
def local_to_utc(time_string, zone:)
TZInfo::Timezone.get(zone).local_to_utc(Time.parse(time))
end
# Note: by default Whenever exports cron commands with :environment == "production".
# Note: Whenever can only append log data to a log file (>>). If you want
# to overwrite (>) log file before each run, pass lambda:
# start "google_crawler.com", output: -> { "> log/google_crawler.com.log 2>&1" }
# project job types
job_type :start, "cd :path && KIMURAI_ENV=:environment bundle exec kimurai start :task :output"
job_type :runner, "cd :path && KIMURAI_ENV=:environment bundle exec kimurai runner --jobs :task :output"
# single file job type
job_type :single, "cd :path && KIMURAI_ENV=:environment ruby :task :output"
# single with bundle exec
job_type :single_bundle, "cd :path && KIMURAI_ENV=:environment bundle exec ruby :task :output"
### Schedule ###
# Usage (check examples here https://github.com/javan/whenever#example-schedulerb-file):
# every 1.day do
# Example to schedule single crawler in the project:
# start "google_crawler.com", output: "log/google_crawler.com.log"
# Example to schedule all crawlers in the project using runner. Each crawler will write
# it's own output to the `log/crawler_name.log` file (handled by runner itself).
# Runner output will be written to log/runner.log file.
# Argument number it's a count of concurrent jobs:
# runner 3, output:"log/runner.log"
# Example to schedule single crawler file (without project)
# single "single_crawler.rb", output: "single_crawler.log"
# end
### How to set cron schedule ###
# Run: `$ whenever --update-crontab --load-file config/schedule.rb`.
# If you don't have whenever command, install gem: `$ gem install whenever`.
### How to cancel schedule ###
# Run: `$ whenever --clear-crontab --load-file config/schedule.rb`.
- Add at the bottom of file
schedule.rb
following code:
every 1.day, at: "7:00" do
single "example_crawler.rb", output: "example_crawler.log"
end
- Run:
$ whenever --update-crontab --load-file schedule.rb
. Done!
You can check Whenever examples here. To cancel schedule, run: $ whenever --clear-crontab --load-file schedule.rb
.
You can configure several options using configure
block:
Kimurai.configure do |config|
# Don't colorize default logger in development mode:
# config.colorize_logger = false
# Logger level for default logger:
# config.log_level = :info
# custom logger (you can use logstash for example with multiple sources):
# config.logger = Logger.new(STDOUT)
# Define custom time zone for logs:
# config.time_zone = "UTC"
# config.time_zone = "Europe/Moscow"
# Add custom request errors to retry:
# config.retry_request_errors += [Net::HTTPBadGateway]
end
EXPERIMENTAL
You can automatically setup required environment for Kimurai on the remote server (currently there is only Ubuntu Server 18.04 support) using $ kimurai setup
command. setup
will perform installation of: latest Ruby with Rbenv, browsers with webdrivers and in additional databases clients (only clients) for MySQL, Postgres and MongoDB (so you can connect to a remote database from ruby).
To perform remote server setup, Ansible is required on the desktop machine (to install: Ubuntu:
$ sudo apt install ansible
, Mac OS X:$ brew install ansible
)
Example:
$ kimurai setup deploy@123.123.123.123 --ask-sudo --ssh-key-path path/to/private_key
CLI options:
--ask-sudo
pass this option to ask sudo (user) password for system-wide installation of packages (apt install
)--ssh-key-path path/to/private_key
authorization on the server using private ssh key. You can omit it if required key already added to keychain on your desktop (Ansible uses SSH agent forwarding)--ask-auth-pass
authorization on the server using user password, alternative option to--ssh-key-path
.-p port_number
custom port for ssh connection (-p 2222
)
You can check setup playbook here
After successful setup
you can deploy a crawler to the server using $ kimurai deploy
command. On each deploy there are performing several tasks: 1) pull repo from remote origin to ~/repo_name
user directory 2) run bundle install
3) Update crontab whenever --update-crontab
(to update crawler schedule from schedule.rb file).
Before deploy
make sure that inside crawler directory you have: 1) git repository with remote origin (bitbucket, github, etc.) 2) Gemfile
3) schedule.rb inside subfolder config
(config/schedule.rb
).
Example:
$ kimurai deploy deploy@123.123.123.123 --ssh-key-path path/to/private_key --repo-key-path path/to/repo_private_key
CLI options: same like for setup command (except --ask-sudo
), plus
--repo-url
provide custom repo url (--repo-url git@bitbucket.org:username/repo_name.git
), otherwise currentorigin/master
will be taken (output from$ git remote get-url origin
)--repo-key-path
if git repository is private, authorization is required to pull the code on the remote server. Use this option to provide a private repository SSH key. You can omit it if required key already added to keychain on your desktop (same like with--ssh-key-path
option)
You can check deploy playbook here
Using @config
you can set several options for crawler, like proxy, user-agent, default cookies/headers, delay between requests, browser memory control and so on:
class Crawler < Kimurai::Base
USER_AGENTS = ["Chrome", "Firefox", "Safari", "Opera"]
PROXIES = ["http:2.3.4.5:8080:username:password", "http:3.4.5.6:3128", "socks5:1.2.3.4:3000"]
@driver = :poltergeist_phantomjs
@start_urls = ["https://example.com/"]
@config = {
headers: { "custom_header" => "custom_value" },
cookies: [{ name: "cookie_name", value: "cookie_value", domain: ".example.com" }],
user_agent: -> { USER_AGENTS.sample },
proxy: -> { PROXIES.sample },
window_size: [1366, 768],
disable_images: true,
session: {
recreate_driver_if: {
# Restart browser if provided memory limit (in kilobytes) is exceeded:
memory_size: 350_000
},
before_request: {
# Change user agent before each request:
change_user_agent: true,
# Change proxy before each request:
change_proxy: true,
clear_and_set_cookies: true,
delay: 1..3
}
}
}
def parse(response, url:, data: {})
# ...
end
end
@config = {
# Custom headers, format: hash. Example: { "some header" => "some value", "another header" => "another value" }
# Works only for :mechanize and :poltergeist_phantomjs drivers (Selenium don't allow to set/get headers)
headers: {},
# Custom user agent, format: string or lambda.
# Use lambda if you want to rotate user agents before each run:
# user_agent: -> { ARRAY_OF_USER_AGENTS.sample }
# Works for all drivers
user_agent: "Mozilla/5.0 Firefox/61.0",
# Custom cookies, format: array of hashes.
# Format for a single cookie: { name: "cookie name", value: "cookie value", domain: ".example.com" }
# Works for all drivers
cookies: [],
# Selenium drivers only: start url to visit to set custom cookies. Selenium doesn't
# allow to set custom cookies if current browser url is empty (start page).
# To set cookies browser needs to visit some webpage first (and domain of this
# webpage should be the same as the domain of cookie).
selenium_url_to_set_cookies: "http://example.com/",
# Proxy, format: string or lambda. Format of proxy string: "protocol:ip:port:user:password"
# `protocol` can be http or socks5. User and password are optional.
# Use lambda if you want to rotate proxies before each run:
# proxy: -> { ARRAY_OF_PROXIES.sample }
# Works for all drivers, but keep in mind that Selenium drivers doesn't support proxies
# with authorization. Also, Mechanize driver doesn't support socks5 proxy format (only http)
proxy: "http:3.4.5.6:3128:user:pass",
# If enabled, browser will ignore any https errors. It's handy while using a proxy
# with self-signed SSL cert (for example Crawlera or Mitmproxy)
# Also, it will allow to visit webpages with expires SSL certificate.
# Works for all drivers
ignore_ssl_errors: true,
# Custom window size, works for all drivers
window_size: [1366, 768],
# Skip images downloading if true, works for all drivers
disable_images: true,
# Selenium drivers only: headless mode, `:native` or `:virtual_display` (default is :native)
# Although native mode has a better performance, virtual display mode
# sometimes can be useful. For example, some websites can detect (and block)
# headless chrome, so you can use virtual_display mode instead
headless_mode: :native,
# This option tells the browser not to use a proxy for the provided list of domains or IP addresses.
# Format: array of strings. Works only for :selenium_firefox and selenium_chrome
proxy_bypass_list: [],
# Option to provide custom SSL certificate. Works only for :poltergeist_phantomjs and :mechanize
ssl_cert_path: "path/to/ssl_cert",
# Session (browser) options
session: {
recreate_driver_if: {
# Restart browser if provided memory limit (in kilobytes) is exceeded (works for all drivers)
memory_size: 350_000,
# Restart browser if provided requests count is exceeded (works for all drivers)
requests_count: 100
},
before_request: {
# Change proxy before each request. The `proxy:` option above should be presented
# and has lambda format. Works only for poltergeist and mechanize drivers
# (selenium doesn't support proxy rotation).
change_proxy: true,
# Change user agent before each request. The `user_agent:` option above should be presented
# and has lambda format. Works only for poltergeist and mechanize drivers
# (selenium doesn't support to get/set headers).
change_user_agent: true,
# Clear all cookies before each request, works for all drivers
clear_cookies: true,
# If you want to clear all cookies + set custom cookies (`cookies:` option above should be presented)
# use this option instead (works for all drivers)
clear_and_set_cookies: true,
# Global option to set delay between requests.
# Delay can be `Integer`, `Float` or `Range` (`2..5`). In case of a range,
# delay number will be chosen randomly for each request: `rand (2..5) # => 3`
delay: 1..3,
}
}
}
As you can see, most of the options are universal for any driver.
Settings can be inherited:
class ApplicationCrawler < Kimurai::Base
@driver = :poltergeist_phantomjs
@config = {
user_agent: "Firefox",
disable_images: true,
session: {
recreate_driver_if: { memory_size: 350_000 },
before_request: { delay: 1..2 }
}
}
end
class CustomCrawler < ApplicationCrawler
@name = "custom_crawler"
@start_urls = ["https://example.com/"]
@config = {
session: { before_request: { delay: 4..6 }}
}
def parse(response, url:, data: {})
# ...
end
end
Here, @config
of CustomCrawler
will be deep merged with ApplicationCrawler
config, so CustomCrawler
will keep all inherited options with only delay
updated.
Kimurai can work in project mode (Like Scrapy). To generate a new project, run: $ kimurai new web_crawlers
(where web_crawlers
is name of project).
Structure of the project:
.
├── config/
│ ├── initializers/
│ ├── application.rb
│ ├── automation.yml
│ ├── boot.rb
│ └── schedule.rb
├── crawlers/
│ └── application_crawler.rb
├── db/
├── helpers/
│ └── application_helper.rb
├── lib/
├── log/
├── pipelines/
│ ├── validator.rb
│ └── saver.rb
├── tmp/
├── .env
├── Gemfile
├── Gemfile.lock
└── README.md
Description
config/
folder for configutation filesconfig/initializers
Rails-like initializers to load custom code at start of frameworkconfig/application.rb
configuration settings for Kimurai (Kimurai.configure do
block)config/automation.yml
specify some settings for setup and deployconfig/boot.rb
loads framework and projectconfig/schedule.rb
Cron schedule for crawlers
crawlers/
folder for crawlerscrawlers/application_crawler.rb
Base parent class for crawlers
db/
store here all database files (sqlite
,json
,csv
, etc.)helpers/
Rails-like helpers for crawlershelpers/application_helper.rb
all methods inside ApplicationHelper module will be available for all crawlers
lib/
put here custom Ruby codelog/
folder for logspipelines/
folder for Scrapy-like pipelines. One file = one pipelinepipelines/validator.rb
example pipeline to validate itempipelines/saver.rb
example pipeline to save item
tmp/
folder for temp. files.env
file to store env variables for project and load them using DotenvGemfile
dependency fileReadme.md
example project readme
To generate a new crawler in the project run:
$ kimurai generate crawler example_crawler
create crawlers/example_crawler.rb
Command will generate a new crawler class inherited from ApplicationCrawler
:
class ExampleCrawler < ApplicationCrawler
@name = "example_crawler"
@start_urls = []
@config = {}
def parse(response, url:, data: {})
end
end
To run a particular crawler in the project, run: $ bundle exec kimurai start example_crawler
. Don't forget to add bundle exec
before command to load required environment.
To list all project crawlers, run: $ bundle exec kimurai list
For project crawlers you can use $ kimurai parse
command which helps to debug crawlers:
$ bundle exec kimurai parse example_crawler parse_product --url https://example-shop.com/product-1
where example_crawler
is crawler to start, parse_product
is crawler method to process and --url
is url to open inside processing method.
You can use item pipelines to organize and store in one place item processing logic for all project crawlers (also check Scrapy description of pipelines).
Imagine if you have three crawlers where each of them crawls different e-commerce shop and saves only shoe positions. For each crawler, you want to save items only with "shoe" category, unique stock number, valid title/price and with existing images. To avoid code duplication between crawlers, use pipelines:
Show example
pipelines/validator.rb
class Validator < Kimurai::Pipeline
def process_item(item, options: {})
# Here you can validate item and raise `DropItemError`
# if one of the validations failed. Examples:
# drop item if it's category is not "shoe"
unless item[:category] == "shoe"
raise DropItemError, "Category is wrong"
end
# Check item stock number for uniqueness using buit-in unique? helper:
unless unique?(stock_number: item[:stock_number])
raise DropItemError, "Item is not unique"
end
# Drop item if title length shorter than 5 symbols:
if item[:title].size < 5
raise DropItemError, "Item title is too short"
end
# Drop item if price is nil
unless item[:price]
raise DropItemError, "Price is not present"
end
# Drop item if it doesn't contains any images:
unless item[:images].present?
raise DropItemError, "Images are not present"
end
# Pass item to the next pipeline (if it wasn't dropped):
item
end
end
pipelines/saver.rb
class Saver < Kimurai::Pipeline
def process_item(item, options: {})
# Here you can save item to the database, send it to a remote API or
# simply save item to a file format using `save_to` helper:
# to get the name of current crawler: `self.class.crawler.name`
save_to "db/#{self.class.crawler.name}.json", format: :json
item
end
end
crawlers/application_crawler.rb
class ApplicationCrawler < Kimurai::Base
@driver = :selenium_chrome
# Define pipelines (by order) for all crawlers:
@pipelines = [:validator, :saver]
end
crawlers/shop_crawler_1.rb
class ShopCrawlerOne < ApplicationCrawler
@name = "shop_crawler_1"
@start_urls = ["https://shop-1.com"]
# ...
def parse_product(response, url:, data: {})
item = {}
item[:title] = response.xpath("//path/to/title").text.squish
item[:category] = response.xpath("//path/to/category").text.squish.downcase
item[:stock_number] = response.xpath("//path/to/stock_number").text.squish.downcase
item[:price] = response.xpath("//path/to/price").text.squish[/\d+/]&.to_i
item[:images] = response.xpath("//path/to/images").map { |image| image[:src] }
# Send item to pipelines:
send_item item
end
end
crawlers/shop_crawler_2.rb
class ShopCrawlerTwo < ApplicationCrawler
@name = "shop_crawler_2"
@start_urls = ["https://shop-2.com"]
# ...
def parse_product(response, url:, data: {})
item = {}
item[:title] = response.xpath("//path/to/title").text.squish
item[:category] = response.xpath("//path/to/category").text.squish.downcase
item[:stock_number] = response.xpath("//path/to/stock_number").text.squish.downcase
item[:price] = response.xpath("//path/to/price").text.squish[/\d+/]&.to_i
item[:images] = response.xpath("//path/to/images").map { |image| image[:src] }
# Send item to pipelines:
send_item item
end
end
crawlers/shop_crawler_3.rb
class ShopCrawlerThree < ApplicationCrawler
@name = "shop_crawler_3"
@start_urls = ["https://shop-3.com"]
# ...
def parse_product(response, url:, data: {})
item = {}
item[:title] = response.xpath("//path/to/title").text.squish
item[:category] = response.xpath("//path/to/category").text.squish.downcase
item[:stock_number] = response.xpath("//path/to/stock_number").text.squish.downcase
item[:price] = response.xpath("//path/to/price").text.squish[/\d+/]&.to_i
item[:images] = response.xpath("//path/to/images").map { |image| image[:src] }
# Send item to pipelines:
send_item item
end
end
When you start using pipelines, there are additional stats for items appears: item counts (send/processed) + dropped items errors:
Show example
pipelines/validator.rb
class Validator < Kimurai::Pipeline
def process_item(item, options: {})
if item[:star_count] < 10
raise DropItemError, "Repository doesn't have enough stars"
end
item
end
end
crawlers/github_crawler.rb
class GithubCrawler < ApplicationCrawler
@name = "github_crawler"
@driver = :mechanize
@pipelines = [:validator]
@start_urls = ["https://github.com/search?q=Ruby%20Web%20Scraping"]
@config = {
user_agent: "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/68.0.3440.84 Safari/537.36"
}
def parse(response, url:, data: {})
response.xpath("//ul[@class='repo-list']/div//h3/a").each do |a|
request_to :parse_repo_page, url: absolute_url(a[:href], base: url)
end
if next_page = response.at_xpath("//a[@class='next_page']")
request_to :parse, url: absolute_url(next_page[:href], base: url)
end
end
def parse_repo_page(response, url:, data: {})
item = {}
item[:owner] = response.xpath("//h1//a[@rel='author']").text
item[:repo_name] = response.xpath("//h1/strong[@itemprop='name']/a").text
item[:repo_url] = url
item[:description] = response.xpath("//span[@itemprop='about']").text.squish
item[:tags] = response.xpath("//div[@id='topics-list-container']/div/a").map { |a| a.text.squish }
item[:watch_count] = response.xpath("//ul[@class='pagehead-actions']/li[contains(., 'Watch')]/a[2]").text.squish.delete(",").to_i
item[:star_count] = response.xpath("//ul[@class='pagehead-actions']/li[contains(., 'Star')]/a[2]").text.squish.delete(",").to_i
item[:fork_count] = response.xpath("//ul[@class='pagehead-actions']/li[contains(., 'Fork')]/a[2]").text.squish.delete(",").to_i
item[:last_commit] = response.xpath("//span[@itemprop='dateModified']/*").text
send_item item
end
end
$ bundle exec kimurai start github_crawler
D, [2018-08-08 14:49:17 +0400#20515] [Main: 47341785277920] DEBUG -- github_crawler: Session builder: driver gem required: mechanize
D, [2018-08-08 14:49:17 +0400#20515] [Main: 47341785277920] DEBUG -- github_crawler: Session builder: created session instance
D, [2018-08-08 14:49:17 +0400#20515] [Main: 47341785277920] DEBUG -- github_crawler: Session builder: created driver instance (mechanize)
D, [2018-08-08 14:49:17 +0400#20515] [Main: 47341785277920] DEBUG -- github_crawler: Session: can't define driver_pid and driver_port for mechanize, not supported
I, [2018-08-08 14:49:17 +0400#20515] [Main: 47341785277920] INFO -- github_crawler: Session: a new session driver has been created: driver name: mechanize, pid: , port:
D, [2018-08-08 14:49:17 +0400#20515] [Main: 47341785277920] DEBUG -- github_crawler: Session builder: enabled custom useragent for mechanize
I, [2018-08-08 14:49:17 +0400#20515] [Main: 47341785277920] INFO -- github_crawler: Session: started get request to: https://github.com/search?q=Ruby%20Web%20Scraping
I, [2018-08-08 14:49:19 +0400#20515] [Main: 47341785277920] INFO -- github_crawler: Session: finished get request to: https://github.com/search?q=Ruby%20Web%20Scraping
I, [2018-08-08 14:49:19 +0400#20515] [Main: 47341785277920] INFO -- github_crawler: Stats visits: requests: 1, responses: 1
I, [2018-08-08 14:49:19 +0400#20515] [Main: 47341785277920] INFO -- github_crawler: Session: started get request to: https://github.com/lorien/awesome-web-scraping
I, [2018-08-08 14:49:19 +0400#20515] [Main: 47341785277920] INFO -- github_crawler: Session: finished get request to: https://github.com/lorien/awesome-web-scraping
I, [2018-08-08 14:49:19 +0400#20515] [Main: 47341785277920] INFO -- github_crawler: Stats visits: requests: 2, responses: 2
D, [2018-08-08 14:49:19 +0400#20515] [Main: 47341785277920] DEBUG -- github_crawler: Pipeline: starting processing item through 1 pipeline...
I, [2018-08-08 14:49:19 +0400#20515] [Main: 47341785277920] INFO -- github_crawler: Pipeline: processed item: {"owner":"lorien","repo_name":"awesome-web-scraping","repo_url":"https://github.com/lorien/awesome-web-scraping","description":"List of libraries, tools and APIs for web scraping and data processing.","tags":["awesome","awesome-list","web-scraping","data-processing","python","javascript","php","ruby"],"watch_count":161,"star_count":2403,"fork_count":349,"last_commit":"Jul 16, 2018"}
I, [2018-08-08 14:49:19 +0400#20515] [Main: 47341785277920] INFO -- github_crawler: Stats items: sent: 1, processed: 1
I, [2018-08-08 14:49:19 +0400#20515] [Main: 47341785277920] INFO -- github_crawler: Session: started get request to: https://github.com/jaimeiniesta/metainspector
I, [2018-08-08 14:49:20 +0400#20515] [Main: 47341785277920] INFO -- github_crawler: Session: finished get request to: https://github.com/jaimeiniesta/metainspector
I, [2018-08-08 14:49:20 +0400#20515] [Main: 47341785277920] INFO -- github_crawler: Stats visits: requests: 3, responses: 3
D, [2018-08-08 14:49:20 +0400#20515] [Main: 47341785277920] DEBUG -- github_crawler: Pipeline: starting processing item through 1 pipeline...
I, [2018-08-08 14:49:20 +0400#20515] [Main: 47341785277920] INFO -- github_crawler: Pipeline: processed item: {"owner":"jaimeiniesta","repo_name":"metainspector","repo_url":"https://github.com/jaimeiniesta/metainspector","description":"Ruby gem for web scraping purposes. It scrapes a given URL, and returns you its title, meta description, meta keywords, links, images...","tags":[],"watch_count":21,"star_count":805,"fork_count":137,"last_commit":"May 15, 2018"}
I, [2018-08-08 14:49:20 +0400#20515] [Main: 47341785277920] INFO -- github_crawler: Stats items: sent: 2, processed: 2
...
I, [2018-08-08 14:49:24 +0400#20515] [Main: 47341785277920] INFO -- github_crawler: Session: started get request to: https://github.com/yomete/scrapertutorial
I, [2018-08-08 14:49:24 +0400#20515] [Main: 47341785277920] INFO -- github_crawler: Session: finished get request to: https://github.com/yomete/scrapertutorial
I, [2018-08-08 14:49:24 +0400#20515] [Main: 47341785277920] INFO -- github_crawler: Stats visits: requests: 13, responses: 13
D, [2018-08-08 14:49:24 +0400#20515] [Main: 47341785277920] DEBUG -- github_crawler: Pipeline: starting processing item through 1 pipeline...
E, [2018-08-08 14:49:24 +0400#20515] [Main: 47341785277920] ERROR -- github_crawler: Pipeline: dropped item: #<Kimurai::Pipeline::DropItemError: Repository doesn't have enough stars>: {:owner=>"yomete", :repo_name=>"scrapertutorial", :repo_url=>"https://github.com/yomete/scrapertutorial", :description=>"Code Repository for a tutorial on web scraping with Rails", :tags=>["rails", "ruby", "nokogiri", "scraping-websites"], :watch_count=>1, :star_count=>4, :fork_count=>2, :last_commit=>"Feb 25, 2017"}
E, [2018-08-08 14:49:24 +0400#20515] [Main: 47341785277920] ERROR -- github_crawler: Pipeline: full error: Traceback (most recent call last):
...
/home/victor/code/web_crawlers/pipelines/validator.rb:4:in `process_item': Repository doesn't have enough stars (Kimurai::Pipeline::DropItemError)
I, [2018-08-08 14:49:24 +0400#20515] [Main: 47341785277920] INFO -- github_crawler: Stats items: sent: 11, processed: 10
I, [2018-08-08 14:49:24 +0400#20515] [Main: 47341785277920] INFO -- github_crawler: Session: started get request to: https://github.com/jonstokes/stretched.io
I, [2018-08-08 14:49:24 +0400#20515] [Main: 47341785277920] INFO -- github_crawler: Session: finished get request to: https://github.com/jonstokes/stretched.io
I, [2018-08-08 14:49:24 +0400#20515] [Main: 47341785277920] INFO -- github_crawler: Stats visits: requests: 14, responses: 14
D, [2018-08-08 14:49:24 +0400#20515] [Main: 47341785277920] DEBUG -- github_crawler: Pipeline: starting processing item through 1 pipeline...
E, [2018-08-08 14:49:24 +0400#20515] [Main: 47341785277920] ERROR -- github_crawler: Pipeline: dropped item: #<Kimurai::Pipeline::DropItemError: Repository doesn't have enough stars>: {:owner=>"jonstokes", :repo_name=>"stretched.io", :repo_url=>"https://github.com/jonstokes/stretched.io", :description=>"a JSON/Ruby web scraping PaaS", :tags=>[], :watch_count=>1, :star_count=>8, :fork_count=>0, :last_commit=>"Aug 27, 2015"}
E, [2018-08-08 14:49:24 +0400#20515] [Main: 47341785277920] ERROR -- github_crawler: Pipeline: full error: Traceback (most recent call last):
...
/home/victor/code/web_crawlers/pipelines/validator.rb:4:in `process_item': Repository doesn't have enough stars (Kimurai::Pipeline::DropItemError)
I, [2018-08-08 14:49:24 +0400#20515] [Main: 47341785277920] INFO -- github_crawler: Stats items: sent: 12, processed: 10
I, [2018-08-08 14:49:24 +0400#20515] [Main: 47341785277920] INFO -- github_crawler: Session: started get request to: https://github.com/albertobraschi/ronin-web
...
I, [2018-08-08 14:50:42 +0400#20515] [Main: 47341785277920] INFO -- github_crawler: Crawler: stopped: {:crawler_name=>"github_crawler", :status=>:completed, :environment=>"development", :start_time=>2018-08-08 14:49:17 +0400, :stop_time=>2018-08-08 14:50:42 +0400, :running_time=>"1m, 24s", :session_id=>nil, :visits=>{:requests=>138, :responses=>138, :requests_errors=>{}, :items=>{:sent=>125, :processed=>11, :drop_errors=>{"#<Kimurai::Pipeline::DropItemError: Repository doesn't have enough stars>"=>114}}, :error=>nil, :server=>{:hostname=>"my-pc", :ipv4=>"192.168.0.2", :process_pid=>20515}}
Also, you can pass custom options to pipeline from a particular crawler if you want to change pipeline behavior for this crawler:
Show example
crawlers/custom_crawler.rb
class CustomCrawler < ApplicationCrawler
@name = "custom_crawler"
@start_urls = ["https://example.com"]
@pipelines = [:validator]
# ...
def parse_item(response, url:, data: {})
item = {}
# ...
# Pass custom option `skip_uniq_checking` for Validator pipeline:
send_item item, validator: { skip_uniq_checking: true }
end
end
pipelines/validator.rb
class Validator < Kimurai::Pipeline
def process_item(item, options: {})
# Do not check item stock number for uniqueness if options[:skip_uniq_checking] == true
unless options[:skip_uniq_checking] == true
raise DropItemError, "Item is not unique" unless unique?(stock_number: item[:stock_number])
end
end
end
EXPERIMENTAL
You can run project crawlers one by one or in parallel using $ kimurai runner
command:
$ bundle exec kimurai list
custom_crawler
example_crawler
github_crawler
$ bundle exec kimurai runner -j 3
>> Runner: started session: {:id=>1533727423, :status=>:processing, :start_time=>2018-08-08 15:23:43 +0400, :stop_time=>nil, :environment=>"development", :concurrent_jobs=>3, :crawlers=>["custom_crawler", "github_crawler", "example_crawler"]}
> Runner: started crawler: custom_crawler, index: 0
> Runner: started crawler: github_crawler, index: 1
> Runner: started crawler: example_crawler, index: 2
< Runner: stopped crawler: custom_crawler, index: 0
< Runner: stopped crawler: example_crawler, index: 2
< Runner: stopped crawler: github_crawler, index: 1
>> Runner: stopped session: {:id=>1533727423, :status=>:completed, :start_time=>2018-08-08 15:23:43 +0400, :stop_time=>2018-08-08 15:25:11 +0400, :environment=>"development", :concurrent_jobs=>3, :crawlers=>["custom_crawler", "github_crawler", "example_crawler"]}
Each crawler runs in separate process. Crawlers logs available at log/
folder. Pass -j
option to specify how many crawlers should be processed at the same time (default is 1).
You can perform custom actions before runner starts and after runner stops using config.runner_at_start_callback
and config.runner_at_stop_callback
. Check config/application.rb to see example.
EXPERIMENTAL
Kimurai can save info about crawlers runs and runner sessions to a database (project mode only). To enable this feature you need to set config.stats_database_url
in config/application.rb
. Stats can be saved to an SQlite, MySQL or Postgres database.
To check stats you can run simple Kimurai dashboard:
$ bundle exec kimurai dashboard
[2018-08-08 16:11:40] INFO WEBrick 1.4.2
[2018-08-08 16:11:40] INFO ruby 2.5.1 (2018-03-29) [x86_64-linux]
== Sinatra (v2.0.3) has taken the stage on 4567 for development with backup from WEBrick
[2018-08-08 16:11:40] INFO WEBrick::HTTPServer#start: pid=12903 port=4567
# you can see dashboard at http://localhost:4567
See config/application.rb for an additional info.
Join Kimurai community on Gitter
Victor Afanasev - https://victorafanasev.info/
The gem is available as open source under the terms of the MIT License.