GSheet project problems - javascript

I'm trying to set a filter to a GSheet with appscript but when I try to run the script appears a popup with:
Google Sheets API has not been used in project blackbox-6831xxxxxxxxx5 before or it is disabled. Enable it by visiting https://console.developers.google.com/apis/api/sheets.googleapis.com/overview?project=blackbox-6834xxxxxxxxxx5 then retry. If you enabled this API recently, wait a few minutes for the action to propagate to our systems and retry.
When I try to reach that link the console returns me:
The API "sheets.googleapis.com" doesn't exist or you don't have permission to access it
All the other scripts that interact with GSheet API works perfectly.
I have problems only with:
Sheets.Spreadsheets.batchUpdate({'requests': [request]}, ss.getId());
P.S.
I'm the admin

If you don't access directly to the URL, how about going to API console from the script editor and enabling Sheets API? The flow is as follows. Even if you tried this, when the same error occurs, there may be other problem.
Enable Sheets API v4 at API console
On script editor
Resources -> Cloud Platform project
View API console
At Getting started, click Enable APIs and get credentials like keys.
At left side, click Library.
At Search for APIs & services, input "sheets". And click Google Sheets API.
Click Enable button.
If API has already been enabled, please don't turn off.
And then, please confirm whether Sheets API is enabled at Advanced Google Services again.
Enable Sheets API v4 at Advanced Google Services
On script editor
Resources -> Advanced Google Services
Turn on Google Sheets API v4
If this was not useful for you, I'm sorry.

Related

Google Sheet's Import XML with Xpath function resulting in error [duplicate]

I am trying to import data from the following website to Google Sheets. I want to import all the matches for the day.
https://www.tournamentsoftware.com/tournament/b731fdcd-a0c8-4558-9344-2a14c267ee8b/Matches
I have tried importxml and importhtml, but it seems this does not work as the website uses JavaScript. I have also tried to use Apipheny without any success.
When using Apipheny, the error message is
'Failed to fetch data - please verify your API Request: {DNS error'
Tl;Dr
Adapted from my answer to How to know if Google Sheets IMPORTDATA, IMPORTFEED, IMPORTHTML or IMPORTXML functions are able to get data from a resource hosted on a website? (also posted by me)
Please spend some time learning how to use the browsers developers tools so you will be able to identify
if the data is already included in source code of the webpage as JSON / literal JavaScript object or in another form
if the webpage is doing a GET or POST requests to retrieve the data and when those requests are done (i.e. as some point of the page parsing, or on event)
if the requests require data from cookies
Brief guide about how to use the web browser to find useful details about the webpage / data to import
Open the source code and look if the required data is included. Sometimes the data is included as JSON and added to the DOM using JavaScript. In this case it might be possible to retrieve the data by using the Google Sheets functions or URL Fetch Service from Google Apps Script.
Let say that you use Chrome. Open the Dev Tools, then look at the Elements tab. There you will see the DOM. It might be helpful to identify if the data that you want to import besides being on visible elements is included in hidden / not visible elements like <script> tags.
Look at Source, there you might be able to see the JavaScript code. It might include the data that you want to import as JavaScript object (commonly referred as JSON).
There are a lot of questions about google-sheets +web-scraping that mentions problems using importhtml and/or importxml that already have answers and even many include code (JavaScript snippets, Google Apps Script functions, etc.) that might save you to have to use an specialized web-scraping tool that has a more stepped learning curve. At the bottom of this answer there is a list of questions about using Google Sheets built-in functions, including annotations of the workaround proposed.
On Is there a way to get a single response from a text/event-stream without using event listeners? ask about using EventSource. While this can't be used on server side code, the answer show how to use the HtmlService to use it on client-side code and retrieve the result to Google Sheets.
As you already realized, the Google Sheets built-in functions importhtml(), importxml(), importdata() and importfeed() only work with static pages that do not require signing in or other forms of authentication.
When the content of a public page is created dynamically by using JavaScript, it cannot be accessed with those functions, by the other hand the website's webmaster may also purposefully have prevented web scraping.
How to identify if content is added dynamically
To check if the content is added dynamically, using Chrome,
Open the URL of the source data.
Press F12 to open Chrome Developer Tools
Press Control+Shift+P to open the Command Menu.
Start typing javascript, select Disable JavaScript, and then press Enter to run the command. JavaScript is now disabled.
JavaScript will remain disabled in this tab so long as you have DevTools open.
Reload the page to see if the content that you want to import is shown, if it's shown it could be imported by using Google Sheets built-in functions, otherwise it's not possible but might be possible by using other means for doing web scraping.
According to Wikipedia,
Web scraping, web harvesting, or web data extraction is data scraping used for extracting data from websites.
Use of robots.txt to block Web crawlers
The webmasters could use robots.txt file to block access to website. In such case the result will be #N/A Could not fetch URL.
Use of User agent
The webpage could be designed to return a special a custom message instead of the data.
Below there are more details about how Google Sheets built-in "web-scraping" functions works
IMPORTDATA, IMPORTFEED, IMPORTHTML and IMPORTXML are able to get content from resources hosted on websites that are:
Publicly available. This means that the resource doesn't require authorization / to be logged in into any service to access it.
The content is "static". This mean that if you open the resource using the view source code option of modern web browsers it will be displayed as plain text.
NOTE: The Chrome's Inspect tool shows the parsed DOM; in other works the actual structure/content of the web page which could be dynamically modified by JavaScript code or browser extensions/plugins.
The content has the appropriated structure.
IMPORTDATA works with structured content as csv or tsv doesn't matter of the file extension of the resource.
IMPORTFEED works with marked up content as ATOM/RSS
IMPORTHTML works with marked up content as HTML that includes properly markedup list or tables.
IMPORTXML works with marked up content as XML or any of its variants like XHTML.
The content doesn't exceeds the maximum size. Google haven't disclosed this limit but the below error will be shown when the content exceeds the maximum size:
Resource at url contents exceeded maximum size.
Google servers are not blocked by means of robots.txt or the user agent.
On W3C Markup Validator there are several tools to checkout is the resources had been properly marked up.
Regarding CSV check out Are there known services to validate CSV files
It's worth to note that the spreadsheet
should have enough room for the imported content; Google Sheets has a 10 million cell limit by spreadsheet, according to this post a columns limit of 18278, and a 50 thousand characters as cell content even as a value or formula.
it doesn't handle well large in-cell content; the "limit" depends on the user screen size and resolution as now it's possible to zoom in/out.
References
https://developers.google.com/web/tools/chrome-devtools/javascript/disable
https://en.wikipedia.org/wiki/Web_scraping
Related
Using Google Apps Script to scrape Dynamic Web Pages
Scraping data from website using vba
Block Website Scraping by Google Docs
Is there a way to get a single response from a text/event-stream without using event listeners?
Software Recommendations
Web scraping tool/software available for free?
Recommendations for web scraping tools that require minimal installation
Web Applications
The following question is about a different result, #N/A Could not fetch URL
Inability to use IMPORTHTML in Google sheets
Similar questions
Some of this questions might be closed as duplicate of this one
Importing javascript table into Google Docs spreadsheet
Importxml Imported Content Empty
scrape table using google app scripts
One answer includes Google Apps Script code using the URL Fetch Service
Capture element using ImportXML with XPath
How to import Javascript tables into Google spreadsheet?
Scrape the current share price data from the ASX
One of the answers includes Google Apps Script code to get data from a JSON source
Guidance on webscraping using Google Sheets
How to Scrape data from Indiegogo.com in google sheets via IMPORTXML formula
Why importxml and importhtml not working here?
Google Sheet use Importxml error could not fetch url
One answer includes Google Apps Script code using the URL Fetch Service
Google Sheets - Pull Data for investment portfolio
Extracting value from API/Webpage
IMPORTXML shows an error while scraping data from website
One answer shows the xhr request found using browser developer tools
Replacing =ImportHTML with URLFetchApp
One answer includes Google Apps Script code using the URL Fetch Service
How to use IMPORTXML to import hidden div tag?
Google Sheet Web-scraping ImportXml Xpath on Yahoo Finance doesn't works with french stock
One of the answers includes Google Apps Script code to get data from a JSON source. As of January 4th 2023, it's not longer working, very likely because Yahoo! Finance is now encrying the JSON. See the Tainake's answer to How to pull Yahoo Finance Historical Price Data from its Object with Google Apps Script? for script using Crypto.js to handle this.
How to fetch data which is loaded by the ajax (asynchronous) method after the web page has already been loaded using apps script?
One answer suggest to read the data from the server instead of scraping from a webpage.
Using ImportXML to pull data
Extracting data from web page using Cheerio Library
One answer suggest the use of an API and Google Apps Script
ImportXML is good for basic tasks, but it won't get you too far if you are serious in scraping:
The approach only works with the most basic websites (no SPAs rendered in browsers can be scraped this way. Any basic web scraping protection or connectivity issue breaks the process, and there isn't any control over HTTP request geo location, or number of retries) - and Yahoo Finance is not a simple website
If the target website data requires some cleanup post-processing, it's getting very complicated since you are now "programming with Excel formulas", rather a painful process compared to regular code writing in conventional programming languages
There isn't any proper launch and cache control, so the function can be triggered occasionally and if the HTTP request fails, cells will be populated with ERR! values
I recommend using proper tools (automation framework and scraping engine which can render JavaScript-powered websites) and use Google Sheets just for basic storage purposes:
https://youtu.be/uBC752CWTew (Pipedream for automation and ScrapeNinja engine for scraping)

Google's IMPORTXML is returning "Imported content is empty", even though content loads without JavaScript [duplicate]

I am trying to import data from the following website to Google Sheets. I want to import all the matches for the day.
https://www.tournamentsoftware.com/tournament/b731fdcd-a0c8-4558-9344-2a14c267ee8b/Matches
I have tried importxml and importhtml, but it seems this does not work as the website uses JavaScript. I have also tried to use Apipheny without any success.
When using Apipheny, the error message is
'Failed to fetch data - please verify your API Request: {DNS error'
Tl;Dr
Adapted from my answer to How to know if Google Sheets IMPORTDATA, IMPORTFEED, IMPORTHTML or IMPORTXML functions are able to get data from a resource hosted on a website? (also posted by me)
Please spend some time learning how to use the browsers developers tools so you will be able to identify
if the data is already included in source code of the webpage as JSON / literal JavaScript object or in another form
if the webpage is doing a GET or POST requests to retrieve the data and when those requests are done (i.e. as some point of the page parsing, or on event)
if the requests require data from cookies
Brief guide about how to use the web browser to find useful details about the webpage / data to import
Open the source code and look if the required data is included. Sometimes the data is included as JSON and added to the DOM using JavaScript. In this case it might be possible to retrieve the data by using the Google Sheets functions or URL Fetch Service from Google Apps Script.
Let say that you use Chrome. Open the Dev Tools, then look at the Elements tab. There you will see the DOM. It might be helpful to identify if the data that you want to import besides being on visible elements is included in hidden / not visible elements like <script> tags.
Look at Source, there you might be able to see the JavaScript code. It might include the data that you want to import as JavaScript object (commonly referred as JSON).
There are a lot of questions about google-sheets +web-scraping that mentions problems using importhtml and/or importxml that already have answers and even many include code (JavaScript snippets, Google Apps Script functions, etc.) that might save you to have to use an specialized web-scraping tool that has a more stepped learning curve. At the bottom of this answer there is a list of questions about using Google Sheets built-in functions, including annotations of the workaround proposed.
On Is there a way to get a single response from a text/event-stream without using event listeners? ask about using EventSource. While this can't be used on server side code, the answer show how to use the HtmlService to use it on client-side code and retrieve the result to Google Sheets.
As you already realized, the Google Sheets built-in functions importhtml(), importxml(), importdata() and importfeed() only work with static pages that do not require signing in or other forms of authentication.
When the content of a public page is created dynamically by using JavaScript, it cannot be accessed with those functions, by the other hand the website's webmaster may also purposefully have prevented web scraping.
How to identify if content is added dynamically
To check if the content is added dynamically, using Chrome,
Open the URL of the source data.
Press F12 to open Chrome Developer Tools
Press Control+Shift+P to open the Command Menu.
Start typing javascript, select Disable JavaScript, and then press Enter to run the command. JavaScript is now disabled.
JavaScript will remain disabled in this tab so long as you have DevTools open.
Reload the page to see if the content that you want to import is shown, if it's shown it could be imported by using Google Sheets built-in functions, otherwise it's not possible but might be possible by using other means for doing web scraping.
According to Wikipedia,
Web scraping, web harvesting, or web data extraction is data scraping used for extracting data from websites.
Use of robots.txt to block Web crawlers
The webmasters could use robots.txt file to block access to website. In such case the result will be #N/A Could not fetch URL.
Use of User agent
The webpage could be designed to return a special a custom message instead of the data.
Below there are more details about how Google Sheets built-in "web-scraping" functions works
IMPORTDATA, IMPORTFEED, IMPORTHTML and IMPORTXML are able to get content from resources hosted on websites that are:
Publicly available. This means that the resource doesn't require authorization / to be logged in into any service to access it.
The content is "static". This mean that if you open the resource using the view source code option of modern web browsers it will be displayed as plain text.
NOTE: The Chrome's Inspect tool shows the parsed DOM; in other works the actual structure/content of the web page which could be dynamically modified by JavaScript code or browser extensions/plugins.
The content has the appropriated structure.
IMPORTDATA works with structured content as csv or tsv doesn't matter of the file extension of the resource.
IMPORTFEED works with marked up content as ATOM/RSS
IMPORTHTML works with marked up content as HTML that includes properly markedup list or tables.
IMPORTXML works with marked up content as XML or any of its variants like XHTML.
The content doesn't exceeds the maximum size. Google haven't disclosed this limit but the below error will be shown when the content exceeds the maximum size:
Resource at url contents exceeded maximum size.
Google servers are not blocked by means of robots.txt or the user agent.
On W3C Markup Validator there are several tools to checkout is the resources had been properly marked up.
Regarding CSV check out Are there known services to validate CSV files
It's worth to note that the spreadsheet
should have enough room for the imported content; Google Sheets has a 10 million cell limit by spreadsheet, according to this post a columns limit of 18278, and a 50 thousand characters as cell content even as a value or formula.
it doesn't handle well large in-cell content; the "limit" depends on the user screen size and resolution as now it's possible to zoom in/out.
References
https://developers.google.com/web/tools/chrome-devtools/javascript/disable
https://en.wikipedia.org/wiki/Web_scraping
Related
Using Google Apps Script to scrape Dynamic Web Pages
Scraping data from website using vba
Block Website Scraping by Google Docs
Is there a way to get a single response from a text/event-stream without using event listeners?
Software Recommendations
Web scraping tool/software available for free?
Recommendations for web scraping tools that require minimal installation
Web Applications
The following question is about a different result, #N/A Could not fetch URL
Inability to use IMPORTHTML in Google sheets
Similar questions
Some of this questions might be closed as duplicate of this one
Importing javascript table into Google Docs spreadsheet
Importxml Imported Content Empty
scrape table using google app scripts
One answer includes Google Apps Script code using the URL Fetch Service
Capture element using ImportXML with XPath
How to import Javascript tables into Google spreadsheet?
Scrape the current share price data from the ASX
One of the answers includes Google Apps Script code to get data from a JSON source
Guidance on webscraping using Google Sheets
How to Scrape data from Indiegogo.com in google sheets via IMPORTXML formula
Why importxml and importhtml not working here?
Google Sheet use Importxml error could not fetch url
One answer includes Google Apps Script code using the URL Fetch Service
Google Sheets - Pull Data for investment portfolio
Extracting value from API/Webpage
IMPORTXML shows an error while scraping data from website
One answer shows the xhr request found using browser developer tools
Replacing =ImportHTML with URLFetchApp
One answer includes Google Apps Script code using the URL Fetch Service
How to use IMPORTXML to import hidden div tag?
Google Sheet Web-scraping ImportXml Xpath on Yahoo Finance doesn't works with french stock
One of the answers includes Google Apps Script code to get data from a JSON source. As of January 4th 2023, it's not longer working, very likely because Yahoo! Finance is now encrying the JSON. See the Tainake's answer to How to pull Yahoo Finance Historical Price Data from its Object with Google Apps Script? for script using Crypto.js to handle this.
How to fetch data which is loaded by the ajax (asynchronous) method after the web page has already been loaded using apps script?
One answer suggest to read the data from the server instead of scraping from a webpage.
Using ImportXML to pull data
Extracting data from web page using Cheerio Library
One answer suggest the use of an API and Google Apps Script
ImportXML is good for basic tasks, but it won't get you too far if you are serious in scraping:
The approach only works with the most basic websites (no SPAs rendered in browsers can be scraped this way. Any basic web scraping protection or connectivity issue breaks the process, and there isn't any control over HTTP request geo location, or number of retries) - and Yahoo Finance is not a simple website
If the target website data requires some cleanup post-processing, it's getting very complicated since you are now "programming with Excel formulas", rather a painful process compared to regular code writing in conventional programming languages
There isn't any proper launch and cache control, so the function can be triggered occasionally and if the HTTP request fails, cells will be populated with ERR! values
I recommend using proper tools (automation framework and scraping engine which can render JavaScript-powered websites) and use Google Sheets just for basic storage purposes:
https://youtu.be/uBC752CWTew (Pipedream for automation and ScrapeNinja engine for scraping)

How can I use web scraping to import sale data from StockX into a Google Sheet? [duplicate]

I am trying to import data from the following website to Google Sheets. I want to import all the matches for the day.
https://www.tournamentsoftware.com/tournament/b731fdcd-a0c8-4558-9344-2a14c267ee8b/Matches
I have tried importxml and importhtml, but it seems this does not work as the website uses JavaScript. I have also tried to use Apipheny without any success.
When using Apipheny, the error message is
'Failed to fetch data - please verify your API Request: {DNS error'
Tl;Dr
Adapted from my answer to How to know if Google Sheets IMPORTDATA, IMPORTFEED, IMPORTHTML or IMPORTXML functions are able to get data from a resource hosted on a website? (also posted by me)
Please spend some time learning how to use the browsers developers tools so you will be able to identify
if the data is already included in source code of the webpage as JSON / literal JavaScript object or in another form
if the webpage is doing a GET or POST requests to retrieve the data and when those requests are done (i.e. as some point of the page parsing, or on event)
if the requests require data from cookies
Brief guide about how to use the web browser to find useful details about the webpage / data to import
Open the source code and look if the required data is included. Sometimes the data is included as JSON and added to the DOM using JavaScript. In this case it might be possible to retrieve the data by using the Google Sheets functions or URL Fetch Service from Google Apps Script.
Let say that you use Chrome. Open the Dev Tools, then look at the Elements tab. There you will see the DOM. It might be helpful to identify if the data that you want to import besides being on visible elements is included in hidden / not visible elements like <script> tags.
Look at Source, there you might be able to see the JavaScript code. It might include the data that you want to import as JavaScript object (commonly referred as JSON).
There are a lot of questions about google-sheets +web-scraping that mentions problems using importhtml and/or importxml that already have answers and even many include code (JavaScript snippets, Google Apps Script functions, etc.) that might save you to have to use an specialized web-scraping tool that has a more stepped learning curve. At the bottom of this answer there is a list of questions about using Google Sheets built-in functions, including annotations of the workaround proposed.
On Is there a way to get a single response from a text/event-stream without using event listeners? ask about using EventSource. While this can't be used on server side code, the answer show how to use the HtmlService to use it on client-side code and retrieve the result to Google Sheets.
As you already realized, the Google Sheets built-in functions importhtml(), importxml(), importdata() and importfeed() only work with static pages that do not require signing in or other forms of authentication.
When the content of a public page is created dynamically by using JavaScript, it cannot be accessed with those functions, by the other hand the website's webmaster may also purposefully have prevented web scraping.
How to identify if content is added dynamically
To check if the content is added dynamically, using Chrome,
Open the URL of the source data.
Press F12 to open Chrome Developer Tools
Press Control+Shift+P to open the Command Menu.
Start typing javascript, select Disable JavaScript, and then press Enter to run the command. JavaScript is now disabled.
JavaScript will remain disabled in this tab so long as you have DevTools open.
Reload the page to see if the content that you want to import is shown, if it's shown it could be imported by using Google Sheets built-in functions, otherwise it's not possible but might be possible by using other means for doing web scraping.
According to Wikipedia,
Web scraping, web harvesting, or web data extraction is data scraping used for extracting data from websites.
Use of robots.txt to block Web crawlers
The webmasters could use robots.txt file to block access to website. In such case the result will be #N/A Could not fetch URL.
Use of User agent
The webpage could be designed to return a special a custom message instead of the data.
Below there are more details about how Google Sheets built-in "web-scraping" functions works
IMPORTDATA, IMPORTFEED, IMPORTHTML and IMPORTXML are able to get content from resources hosted on websites that are:
Publicly available. This means that the resource doesn't require authorization / to be logged in into any service to access it.
The content is "static". This mean that if you open the resource using the view source code option of modern web browsers it will be displayed as plain text.
NOTE: The Chrome's Inspect tool shows the parsed DOM; in other works the actual structure/content of the web page which could be dynamically modified by JavaScript code or browser extensions/plugins.
The content has the appropriated structure.
IMPORTDATA works with structured content as csv or tsv doesn't matter of the file extension of the resource.
IMPORTFEED works with marked up content as ATOM/RSS
IMPORTHTML works with marked up content as HTML that includes properly markedup list or tables.
IMPORTXML works with marked up content as XML or any of its variants like XHTML.
The content doesn't exceeds the maximum size. Google haven't disclosed this limit but the below error will be shown when the content exceeds the maximum size:
Resource at url contents exceeded maximum size.
Google servers are not blocked by means of robots.txt or the user agent.
On W3C Markup Validator there are several tools to checkout is the resources had been properly marked up.
Regarding CSV check out Are there known services to validate CSV files
It's worth to note that the spreadsheet
should have enough room for the imported content; Google Sheets has a 10 million cell limit by spreadsheet, according to this post a columns limit of 18278, and a 50 thousand characters as cell content even as a value or formula.
it doesn't handle well large in-cell content; the "limit" depends on the user screen size and resolution as now it's possible to zoom in/out.
References
https://developers.google.com/web/tools/chrome-devtools/javascript/disable
https://en.wikipedia.org/wiki/Web_scraping
Related
Using Google Apps Script to scrape Dynamic Web Pages
Scraping data from website using vba
Block Website Scraping by Google Docs
Is there a way to get a single response from a text/event-stream without using event listeners?
Software Recommendations
Web scraping tool/software available for free?
Recommendations for web scraping tools that require minimal installation
Web Applications
The following question is about a different result, #N/A Could not fetch URL
Inability to use IMPORTHTML in Google sheets
Similar questions
Some of this questions might be closed as duplicate of this one
Importing javascript table into Google Docs spreadsheet
Importxml Imported Content Empty
scrape table using google app scripts
One answer includes Google Apps Script code using the URL Fetch Service
Capture element using ImportXML with XPath
How to import Javascript tables into Google spreadsheet?
Scrape the current share price data from the ASX
One of the answers includes Google Apps Script code to get data from a JSON source
Guidance on webscraping using Google Sheets
How to Scrape data from Indiegogo.com in google sheets via IMPORTXML formula
Why importxml and importhtml not working here?
Google Sheet use Importxml error could not fetch url
One answer includes Google Apps Script code using the URL Fetch Service
Google Sheets - Pull Data for investment portfolio
Extracting value from API/Webpage
IMPORTXML shows an error while scraping data from website
One answer shows the xhr request found using browser developer tools
Replacing =ImportHTML with URLFetchApp
One answer includes Google Apps Script code using the URL Fetch Service
How to use IMPORTXML to import hidden div tag?
Google Sheet Web-scraping ImportXml Xpath on Yahoo Finance doesn't works with french stock
One of the answers includes Google Apps Script code to get data from a JSON source. As of January 4th 2023, it's not longer working, very likely because Yahoo! Finance is now encrying the JSON. See the Tainake's answer to How to pull Yahoo Finance Historical Price Data from its Object with Google Apps Script? for script using Crypto.js to handle this.
How to fetch data which is loaded by the ajax (asynchronous) method after the web page has already been loaded using apps script?
One answer suggest to read the data from the server instead of scraping from a webpage.
Using ImportXML to pull data
Extracting data from web page using Cheerio Library
One answer suggest the use of an API and Google Apps Script
ImportXML is good for basic tasks, but it won't get you too far if you are serious in scraping:
The approach only works with the most basic websites (no SPAs rendered in browsers can be scraped this way. Any basic web scraping protection or connectivity issue breaks the process, and there isn't any control over HTTP request geo location, or number of retries) - and Yahoo Finance is not a simple website
If the target website data requires some cleanup post-processing, it's getting very complicated since you are now "programming with Excel formulas", rather a painful process compared to regular code writing in conventional programming languages
There isn't any proper launch and cache control, so the function can be triggered occasionally and if the HTTP request fails, cells will be populated with ERR! values
I recommend using proper tools (automation framework and scraping engine which can render JavaScript-powered websites) and use Google Sheets just for basic storage purposes:
https://youtu.be/uBC752CWTew (Pipedream for automation and ScrapeNinja engine for scraping)

How to use google API in Apps Scripts on Google Sheet?

I know my question sounds a bit mouthful, so just let me make my point clear: I need to do something like bringing data from Google Sheet to AWS (i.e. Athena), or vice versa.
However, because Google API is in need anyway, I surprisingly found that require() is not even a function in such kind of JS' twin-like language at all. Therefore, how can we use any third-party libraries on it?
Example (github repo):
const {google} = require('googleapis');
You can use Gmail, Calendar, Drive, and most other Google Workspaces APIs in Apps Script by enabling Advanced Services.
Open the Apps Script project.
At the left, click Editor code.
At the left, next to Services, click Add a service add.
Select an advanced Google service and click Add.
Here's an example on how to use the Drive API inside Apps Script.

Google Analytics Instant Tester

Given that it takes around 24 hours for Google Analytics data to update, this makes it hard to see how data rolls up and is displayed within Google Analytics.
Is there some sort of instant tester, or fast turn around application that allows me to quickly set up custom dimensions/metric within my app and see how they appear?
Options for real time analytics:
Google Realtime Analytics - Built into Google Analytics. To use Google Analytics Realtime, login to your google analytics account and select your web property. Then, on the left hand side click Real-Time->Overview.
GoAccess - If you have access to your web server log files this will give you a real-time view of traffic and does not require anything more than a console access. The really nice things about GoAccess is that it does not rely on any 3rd part services and has the ability to run in real-time or generate reports. To use GoAccess, first install it on your server using either the package manager or in a local directory using the official Git. Then, if you are running a standard Apache configuration just run the executable with:
# goaccess -f /var/log/apache2/your-website-access.log -a
If you are running a non-standard Apache log configuration (or another web server entirely), then you have to give GoAccess a description of your log file. This can be done in the ~/.goaccessrc file. Refer to the GoAccess documentation for specific descriptors in generating a string that describes your log file lines.
There are also a host of other SAS options like Clicky, GoSquared, or piwik (which is open source).

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