There is a webpage and 42 products. I would like to get all links of 42 products to scrape individually them. But When I try to get them, I am getting only 16-20 of them. I used two approaches:
my 1st approach code:
driver = webdriver.Chrome()
webpage = "https://thrivecausemetics.com/collections/all?page=4&sort=ss_days_since_published%253Dasc"
driver.get(webpage)
time.sleep(15)
page_source = driver.page_source
soup = BeautifulSoup(page_source, 'lxml')
links = [link['href'] for link in soup.find("ul", class_="grid-list").find_all('a', class_='tile-images')]
print(links)
print(len(links))
my 2nd approach
driver = webdriver.Chrome()
webpage = "https://thrivecausemetics.com/collections/all?page=4&sort=ss_days_since_published%253Dasc"
driver.get(webpage)
time.sleep(15)
ul_tag = driver.find_element(By.CSS_SELECTOR, "ul.grid-list")
print(ul_tag)
li_tags = ul_tag.find_elements(By.CSS_SELECTOR, "li.grid-item.is-visible")
# print(li_tags)
print(len(li_tags))
All two approaches are helping to get all links. Using above codes, it is taking only 16 product links.
Any help is appreciate
That data is being pulled from an API endpoint by javascript, once the page loads, so requests cannot see it. The way forward is to scrape the actual API endpoint (you can find it in Dev tools - Network tab). Here is one way to obtain that data:
import requests
import pandas as pd
url = 'https://b7i79y.a.searchspring.io/api/search/search.json?resultsFormat=native&page=1&resultsPerPage=500&sort.ss_days_since_published=asc&siteId=b7i79y'
r = requests.get(url)
df = pd.json_normalize(r.json()['results'])
print(df)
This will display in terminal:
brand collection_id handle id imageUrl intellisuggestData intellisuggestSignature msrp name popularity price product_type_unigram rating ratingCount reviews_total_reviews sku ss_available ss_image_alt ss_inventory_count ss_name_type tags thumbnailImageUrl uid url variant_id variant_mfield_filter_color
0 Bigger Than Beauty Skincare [159254708314, 174020034650, 262184763482, 263320010842] pumpkin-spice-latte-liquid-balm-treatment bed045c1cec90548f830bfa4bc3e2e56 https://cdn.shopify.com/s/files/1/0582/2885/products/PSL_Component_1_medium.jpg?v=1662478574 eJxKMs80t6xkYGAICXM3NDZhMGQwZDBgMLdgSC_KTAEEAAD__1t7Bhw 5a3173ae3360eadabcc446e464c51a6269f0e28ab8d79b2be8b1da2b0f0201da 0 Pumpkin Spice Latte Liquid Balm Lip Treatment™ 10669 26 treatment 4.45424 295 295 TVG134 1 https://cdn.shopify.com/s/files/1/0582/2885/products/PSL_Swatch_New_medium.jpg?v=1662478574 20060 lip treatment [2261, 4522, 50, 800, Benefits:Hydrating, Benefits:Plumping, collection-badge::BACK IN STOCK!, collection::hide-variants, Face, Fill Size:< 1 fl oz, linked::liquid-balm-set, lip plumper, lip plumping, plump, plumper, plumping, recommendation::all-skincare, Skin Concern:Dull and Dry Skin, swatches::show, travel size, Vegan] https://cdn.shopify.com/s/files/1/0582/2885/products/PSL_Component_1_medium.jpg?v=1662478574 4742230212698 https://thrive-causemetics.myshopify.com/products/pumpkin-spice-latte-liquid-balm-treatment [32526428766298] NaN
1 Thrive Causemetics NaN dream-lash-duo 26b794e35fad33ba5496223db9f1bed4 https://cdn.shopify.com/s/files/1/0582/2885/products/Mascara_LashSerum_PDPSets_medium.jpg?v=1659461093 eJxKMs80t6xkYGAICXM3NDZhMGQwYjBgMLdgSC_KTAEEAAD__1uGBh0 12ef5b3a76c62cc8e9d2b0f6f2b2341a3903bbc584f3c347b96f6b9d67f38c05 0 Dream Lash Duo NaN 71 duo NaN NaN NaN NaN 1 https://cdn.shopify.com/s/files/1/0582/2885/products/Mascara_LashSerum_PDPSets_nocopy_medium.jpg?v=1659491015 274 dream lash duo [collection::hide-variants, YBlacklist] https://cdn.shopify.com/s/files/1/0582/2885/products/Mascara_LashSerum_PDPSets_medium.jpg?v=1659461093 6766529675354 https://thrive-causemetics.myshopify.com/products/dream-lash-duo [40035119235162, 40035119267930, 40035119300698] NaN
2 Thrive Causemetics NaN liquid-lash-extensions-lash-serum 096bf1756363b494a31863ae20803818 https://cdn.shopify.com/s/files/1/0582/2885/products/LashSerum_Component_medium.jpg?v=1659566057 eJxKMs80t6xkYGAICXM3MrNgMGQwZjBgMLdgSC_KTAEEAAD__1wOBiY 5fa69eead6ac5da701c5be908298ba006e9490183a18de4e398e7599d0a01eb6 0 Liquid Lash Extensions™ Lash Serum 21949 56 serum 4.075 40 40 TVG268 1 NaN 75132 lash serum [collection-badge::New!] https://cdn.shopify.com/s/files/1/0582/2885/products/LashSerum_Component_medium.jpg?v=1659566057 6729553772634 https://thrive-causemetics.myshopify.com/products/liquid-lash-extensions-lash-serum [39909600854106] NaN
3 Thrive Causemetics [267668095066] brilliant-face-highlighter-skin-perfecting-powder 9ff61df38853620f61d4c39e7363f5a2 https://cdn.shopify.com/s/files/1/0582/2885/products/Brilliant-Face-Highlighter_Component_ToQuyen_medium.jpg?v=1657292791 eJxKMs80t6xkYGAICXM3MjJnMGQwYTBgMLdgSC_KTAEEAAD__1vKBiI 7d651c91af12c272ce4478e268a2764530f5df50b7a4a78817eaeda1251cd85b 0 Brilliant Face Highlighter™ Skin Perfecting Powder 12525 34 highlighter 4.18182 66 66 TVG227 1 https://cdn.shopify.com/s/files/1/0582/2885/products/Brilliant-Face-Highlighter_Component_Shael_medium.jpg?v=1657292793 44920 highlighter [collection-badge::trending, Highlight, Highlighter, Highlighting] https://cdn.shopify.com/s/files/1/0582/2885/products/Brilliant-Face-Highlighter_Component_ToQuyen_medium.jpg?v=1657292791 6729555247194 https://thrive-causemetics.myshopify.com/products/brilliant-face-highlighter-skin-perfecting-powder [39909605703770, 39909605736538, 39909605769306] [gold]
4 Thrive Causemetics NaN brilliant-face-set dab6ca20bb4cf41740cacbbc37fb4f20 https://cdn.shopify.com/s/files/1/0582/2885/products/Highlighter_BEB_Primer_Set_PDP_medium.jpg?v=1657585503 eJxKMs80t6xkYGAICXM3MjJnMGQwZTBgMLdgSC_KTAEEAAD__1vVBiM c0e8eb4abe31f0bd31324450909de60b570dafb73a7e5f6f4c3cb49e93b7a9e4 0 Brilliant Face Set NaN 84 sets NaN NaN NaN NaN 1 https://cdn.shopify.com/s/files/1/0582/2885/products/Highlighter_BEB_Primer_Set_V2_medium.jpg?v=1657585503 3889 brilliant face sets [collection-badge::New!, collection::hide-variants, ST-unpublished] https://cdn.shopify.com/s/files/1/0582/2885/products/Highlighter_BEB_Primer_Set_PDP_medium.jpg?v=1657585503 6765261324378 https://thrive-causemetics.myshopify.com/products/brilliant-face-set [40031327682650, 40031327715418, 40031327748186, 40031327780954, 40031327813722, 40031327846490, 40031327879258, 40031327912026, 40031327944794, 40031327977562, 40031328010330, 40031328043098, 40031328075866, 40031328108634, 40031328141402, 40031328174170, 40031328206938, 40031328239706, 40031328272474, 40031328305242, 40031328338010, 40031328370778, 40031328403546, 40031328436314, 40031328469082, 40031328501850, 40031328534618, 40031328567386, 40031328600154, 40031328632922, 40031328665690, 40031328698458, 40031328731226, 40031328763994, 40031328796762, 40031328829530, 40031328862298, 40031328895066, 40031328927834] NaN
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
73 Thrive Causemetics [27186779, 209907910, 237619142, 333714566, 399044812, 2738815001, 4013293593, 5575639065, 5575770137, 5575802905, 6686801945, 56789368922, 56833736794, 57405112410, 81244520538, 82036260954, 82769608794, 83615547482, 84961689690, 85599420506, 86598778970, 87577591898, 88078483546, 89189417050, 89505661018, 89797230682, 91221393498, 91755741274, 93260021850, 96613498970, 149781872730, 153671794778, 157076848730, 159474384986, 166734495834, 173874675802, 262216908890, 262273564762, 263767261274, 263970160730, 264544747610, 264579055706, 264579121242, 265485779034, 266068197466, 266346889306, 266381164634, 266457251930, 266889232474, 267015094362, 267954094170] triple-threat-color-stick 908b72d51839441d48d27fc251340e88 https://cdn.shopify.com/s/files/1/0582/2885/products/TCCS_Triple_Threat_Color_Stick_Isabella_V2_2db06b39-24da-4e68-8029-dab1f68a985e_medium.jpg?v=1601483873 eJxKMs80t6xkYGAICXM3NDVhMGQwN2EwYDC3YEgvykwBBAAA__9h-AZY 67aceb71cc8a5bfa95da136235f5c18504688f10daed921caa8efe7e75dcfa8d 0 Triple Threat™ Color Stick 35732 36 threat 4.42416 3171 3171 TVG154 1 https://cdn.shopify.com/s/files/1/0582/2885/products/TCCS_Triple_Threat_Color_Stick_Mieko_V2_e92bcbce-3708-4941-a23b-5122e9881820_medium.jpg?v=1601483873 164632 triple threat [Benefits:Hydrating, Benefits:Waterproof, Best Sellers, blush, body, collection-badge::Multi-Use!, Coverage:Buildable, Finish:Dewy, Finish:Shimmer, Formulation:Cream, intl::ca, Lips, Lipstick, recommendation::face, shade-finder::thumbnails, Triple Threat Color Stick, TVG285, TVG286, TVG287, Vegan, YCRF_cheeks] https://cdn.shopify.com/s/files/1/0582/2885/products/TCCS_Triple_Threat_Color_Stick_Isabella_V2_2db06b39-24da-4e68-8029-dab1f68a985e_medium.jpg?v=1601483873 5892103302 https://thrive-causemetics.myshopify.com/products/triple-threat-color-stick [32456620376154, 18635615622, 18635615558, 32456620310618, 32456620408922, 18635615430, 18635615686, 40078997586010, 40078998175834, 40078999191642] [pink, gold, purple, red, peach]
74 Thrive Causemetics [27186779, 209907910, 237619142, 343406086, 383763660, 2738815001, 4013293593, 6686801945, 6845464601, 57475530842, 81244487770, 81951588442, 82036260954, 82769608794, 83476283482, 83810091098, 86001451098, 86594289754, 86765207642, 88078483546, 91221393498, 93260021850, 93929963610, 94846025818, 149781872730, 151323705434, 157076848730, 159474384986, 162671919194, 166112591962, 263766736986, 264805384282, 266185965658, 267195973722] infinity-waterproof-brow-liner 05a0b2ec067e0d40becc91a6d7ff10a9 https://cdn.shopify.com/s/files/1/0582/2885/products/BrowLiner_Component_Christina_medium.jpg?v=1637091941 eJxKMs80t6xkYGAICXM3MLRgMGQwN2UwYDC3YEgvykwBBAAA__9h7QZY c25ffd3a46285a1f90da35783af2fb62d7900453d9fa7fbd7e288f8fd13b9f1d 0 Infinity Waterproof Eyebrow Liner™ 39291 23 liner 4.49396 2235 2235 TVG018 1 https://cdn.shopify.com/s/files/1/0582/2885/products/BrowLiner_Component_Audrey_medium.jpg?v=1637091946 209279 brow liner [Benefits:Waterproof, Coverage:Buildable, default_variant::2, Infinity Waterproof Brow Liner, Ingredients:Shea Butter, intl::ca, recommendation::eyes, shade-finder::thumbnails, Vegan, YCRF_eyes] https://cdn.shopify.com/s/files/1/0582/2885/products/BrowLiner_Component_Christina_medium.jpg?v=1637091941 781737155 https://thrive-causemetics.myshopify.com/products/infinity-waterproof-brow-liner [2199676227, 39591112081498, 2199676163, 35014122444, 39591112343642] [beige, red, brown, black, grey]
75 Thrive Causemetics [27186779, 91101891, 5576228889, 81244487770, 174020034650] gift-card 15c74aab8aa83d300f8c66cdca7c1cb1 https://cdn.shopify.com/s/files/1/0582/2885/products/egift-card_1__2_medium.png?v=1659654650 eJxKMs80t6xkYGAICXM3MLRgMGQwN2MwYDC3YEgvykwBBAAA__9h-AZZ 7ba842c650d93f11c8936dfaf70818667c3b3024b44fc6688ee25874d0ccf019 0 eGift Card NaN 25 card 5 11 11 NaN 1 https://cdn.shopify.com/s/files/1/0582/2885/products/Thrive_PDP_GiftCard_medium.jpg?v=1659654650 -16399 gift card [::hide-dropdown-swatch, collection::hide-variants, Gift Cards, image::no-swap, intl::ca, swag, YBlacklist] https://cdn.shopify.com/s/files/1/0582/2885/products/egift-card_1__2_medium.png?v=1659654650 337553443 https://thrive-causemetics.myshopify.com/products/gift-card [12622098246, 782092871, 12622102150, 782092875] NaN
76 Thrive Causemetics [27186779, 237619142, 343406086, 389141580, 81244520538, 91755741274, 153671794778, 157076848730, 159474384986] jackie 4f5bf8da32c6904051e29c44b49a4516 https://cdn.shopify.com/s/files/1/0582/2885/products/Jackie_Faux_Lashes_1_medium.jpg?v=1582596256 eJxKMs80t6xkYGAICXM3NDdiMGQwN2cwYDC3YEgvykwBBAAA__9iGwZb 3425b4b7cf441485cfbc7cc37da68ae40efbe65e842df16229f0c1c29b172b7d 0 Jackie Faux Lashes™ 150 26 lashes 4.85714 14 14 TVG172 1 https://cdn.shopify.com/s/files/1/0582/2885/products/PDP_lashes_jackie_1024x1024_1_medium.jpg?v=1582596246 827 faux lashes [Faux Lashes, recommendation::eyes, swatches::hide, Vegan, YCRF_eyes] https://cdn.shopify.com/s/files/1/0582/2885/products/Jackie_Faux_Lashes_1_medium.jpg?v=1582596256 334825111 https://thrive-causemetics.myshopify.com/products/jackie [775766255] NaN
77 Thrive Causemetics [27186779, 237619142, 343406086, 389141580, 81244520538, 91755741274, 157076848730, 159474384986] robin cfe488b97e5e61b13c3060260a920885 https://cdn.shopify.com/s/files/1/0582/2885/products/Robin_Faux_Lashes_medium.jpg?v=1582233291 eJxKMs80t6xkYGAICXM3NDdmMGQwt2AwABHpRZkpgAAAAP__YjYGXQ 3b387d1b5edb7855f9d83403ddac5c5559ddac6a8ea440cde30447897896cfa6 0 Robin Faux Lashes™ 130 26 lashes 4.9 10 10 TVG173 1 https://cdn.shopify.com/s/files/1/0582/2885/products/PDP_lashes_robin_1024x1024_7a28a8f4-b602-4049-9480-6eddb8e94944_medium.jpg?v=1582233282 2152 faux lashes [Faux Lashes, recommendation::eyes, swatches::hide, Vegan, YCRF_eyes] https://cdn.shopify.com/s/files/1/0582/2885/products/Robin_Faux_Lashes_medium.jpg?v=1582233291 334825555 https://thrive-causemetics.myshopify.com/products/robin [775768027] NaN
78 rows × 26 columns
The actual XHR request is asking only for 12 products (and then continues to ask for more products, as you scroll the page). I went ahead and asked for 500 products (see url), to make sure I get them all.
Requests documentation:https://requests.readthedocs.io/en/latest/
Also, pandas relevant documentation:
https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.json_normalize.html
EDIT: And here is a solution based off Selenium/chromedriver. Setup is for linux/chrome/chromedriver, you can adapt to your own setup - just observe the imports, and the code after defining the browser/driver:
from selenium import webdriver
from selenium.webdriver.chrome.service import Service
from selenium.webdriver.chrome.options import Options
from selenium.webdriver.common.by import By
from selenium.webdriver.support.ui import WebDriverWait
from selenium.webdriver.support import expected_conditions as EC
from selenium.webdriver.common.action_chains import ActionChains
import time as t
chrome_options = Options()
chrome_options.add_argument("--no-sandbox")
chrome_options.add_argument('disable-notifications')
chrome_options.add_argument("window-size=1280,720")
webdriver_service = Service("chromedriver/chromedriver") ## path to where you saved chromedriver binary
browser = webdriver.Chrome(service=webdriver_service, options=chrome_options)
actions = ActionChains(browser)
wait = WebDriverWait(browser, 20)
url = 'https://thrivecausemetics.com/collections/all?page=4&sort=ss_days_since_published%253Dasc'
browser.get(url)
try:
WebDriverWait(browser, 10).until(EC.element_to_be_clickable((By.ID, "onetrust-reject-all-handler"))).click()
print('declined cookies')
except Exception as e:
print('no cookie button!')
t.sleep(2)
try:
wait.until(EC.element_to_be_clickable((By.CSS_SELECTOR, 'div[class="dialog dialog-email"]'))).find_element(By.CSS_SELECTOR, 'div[class="icon close"]').click()
print('dismissed 10% offer')
except Exception as e:
print('no 10% offer, damn')
try:
wait.until(EC.element_to_be_clickable((By.CSS_SELECTOR, 'div[class="dialog dialog-country"]'))).find_element(By.CSS_SELECTOR, 'div[class="icon close"]').click()
print('dismissed country popup')
except Exception as e:
print('no country popup')
products = [x.find_element(By.TAG_NAME, 'a') for x in wait.until(EC.presence_of_all_elements_located((By.CSS_SELECTOR, 'li[class="grid-item is-visible"]'))) if len(x.text) > 3]
print('Total items:', len(products))
for p in products:
print(p.get_attribute('href'))
print('______________')
Result printed in terminal:
declined cookies
dismissed 10% offer
dismissed country popup
Total items: 42
https://thrivecausemetics.com/products/brilliant-eye-brightener
______________
https://thrivecausemetics.com/products/liquid-lash-extensions-mascara
______________
https://thrivecausemetics.com/products/waterproof-eyeliner
______________
https://thrivecausemetics.com/products/sheer-strength-hydrating-lip-tint
______________
https://thrivecausemetics.com/products/infinity-waterproof-eyeshadow-stick
______________
https://thrivecausemetics.com/products/triple-threat-color-stick
______________
https://thrivecausemetics.com/products/infinity-waterproof-brow-liner
[...]
For Selenium documentation, please visit https://www.selenium.dev/documentation/
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