Budget: 50 EUR Deadline: 4 days
Good day. I have dealt with similar tasks before, and I am confident that I can complete the assignment. I would advise using Playwright only as a last resort - there are significantly better options for bypassing protection systems.
Looking forward to working with you!
Budget: 50 EUR Deadline: 1 day
Hello, it will be with you tomorrow. Let's discuss the details in private.
Budget: 80 EUR Deadline: 3 days
Good day. The task is entirely mine: automation of Google Sheets + data collection via API/Playwright — my main work.
Architecture briefly: I read rows where there is an ID but no two values → first, I try the official API by {ID}, Playwright only as a fallback if the API is not available → batch writing back (not row by row, to avoid hitting Sheets limits) → marking as "processed." Configuration in .env, test mode without writing, retries with backoff on errors, confidential data is not written to logs.
Two questions affecting the volume:
Does the internal service have an API or should I immediately implement Playwright? If Playwright — is authorization (login/session) needed?
Order of the number of rows — hundreds, thousands? This affects the logic of batches and rate-limit.
Cost: €80 if there is an API, €120 if through Playwright with authorization (more complex and longer). Deadline 2–3 days.
Budget: 75 EUR Deadline: 3 days
Good day! I have done such collectors in Python — Google Sheets API plus Playwright fallback when there is no official API — more than once, this is my area. The main question right away: does the internal service have an API, or should values be pulled only from the item/{ID} page via Playwright? This affects both speed and reliability. I will implement it with a test mode, batch recording, and a config in .env, as specified in the technical specifications. As for the timeline — 3 days.
Budget: 80 EUR Deadline: 3 days
Hello! Custom Python automation scripts are our specialty; we have live working examples of integrations with Google Sheets.
Here's how I see the architecture: a module for working with the spreadsheet via the Google Sheets API (service account, reading rows with IDs without values + batch writing back); a data retrieval layer that first tries the official service API, and if it's unavailable — Playwright based on the link template; configuration via .env, test mode without writing, marking processed rows, retries with backoff, and protection against sensitive data appearing in logs. The output will include source files, requirements.txt, .env.example, and installation/startup instructions.
What access will be needed: a Google service account with editing rights for the spreadsheet (or access via the account's email); for the internal service — documentation/API key, if available; otherwise, an example link to the element and login data for Playwright.
Let me clarify right away: does the internal service have an official API, or is access only through the web interface? And are the two target values visible directly on the element's page, or do you need to click somewhere to obtain them?
The cost is 80 USD, the timeframe is 3 days, approximately 8–10 hours of work. I’m keeping the price as a starting point — I’m gathering initial reviews on Freelancehunt, so I’m offering a good deal. I’m ready to show a live demo of a similar script right in the chat.
Petr Pankov, BotCraft Group
Budget: 290 EUR Deadline: 6 days
In this task, there are two points where the project usually breaks down after delivery. The first is the API versus Playwright fork: this is not just a "fallback option," but a different level of reliability. API integration lasts for years, while the Playwright script breaks with any redesign of the internal service, so I immediately design the adapter to the service as a replaceable module: if the API appears later, Playwright can be discarded without rewriting the rest of the code. The second is idempotency: if the script fails in the middle of a batch write, naive logic upon restart will either duplicate processing or lose data. This is resolved by marking the status of the row before writing the result and re-checking the condition "ID filled, values empty" before each batch.
Regarding your points.
1. Architecture. The Google Sheets reading module (gspread on top of the service account) selects unprocessed rows. A separate adapter for the internal service with two implementations behind a common interface: HTTP client (requests, retry with exponential backoff) and Playwright headless as a fallback. Results are accumulated and written in one batchUpdate, statuses are marked idempotently. Configuration via .env (python-dotenv), dry-run mode without writing to the table, logs with token, account, and URL masking with identifiers - redaction filter at the logging level, not "just not logging the password."
2. Access: add the service account email to the table sharing (I will create the account myself, I will pass you the key); account or access to the internal service; preferably a test copy of the table for dry-run execution.
3. Questions: does the internal service have an official API or documentation (swagger), or should we immediately plan for Playwright? What is the volume of rows per run - dozens or thousands (affects batching and Sheets API limits)? Is the launch a one-time manual action or periodic on a schedule?
4. Estimate. If there is an API: approximately 10-12 hours, 2-3 days, around 8000 UAH. If only Playwright: authorization, waits, stable selectors, handling instability - approximately 16-20 hours, 5-6 days. I am factoring this scenario into the estimate as more realistic. Deliverables: source code, requirements.txt, .env.example, installation and launch instructions, brief architecture description.
Budget: 2000 EUR Deadline: 7 days
Hello, I worked on automating the filling of Google Sheets through the API + Playwright — processed 12,000 rows, reducing manual work by 90% ⚡
Tell me, does the internal service have an official API, or should we immediately focus on Playwright? And is authorization (login/password, token) required to access the pages item/{ID}?
I suggest we get in touch; I will provide you with free technical consultation and we can create a development plan + I will tell you about my team!
Budget: 60 EUR Deadline: 3 days
Hello.
The task is directly related to my profile: Python, API, Playwright, and data automation.
I propose to divide the architecture into three parts: a Google Sheets client selects rows with IDs and empty target fields; a separate adapter retrieves data first through the official API, while Playwright is used only as a backup option; the accumulated results are recorded in the table with a single batch update. A repeated run checks the status of the row and does not process already filled data.
I will add a dry-run without recording, retries with a pause, .env, masking secrets in logs, and a clear report on erroneous rows. I will provide the source code, requirements.txt, .env.example, README, and a brief module diagram.
To start, I need a test copy of the table, a description of the columns, documentation/API key, or test access to the service. I would like to clarify three points: is there authorization or CAPTCHA, approximately how many rows per run, and is a one-time run needed or scheduled work?
Estimate: 60 EUR, 3 days, approximately 8–10 hours.
Budget: 60 EUR Deadline: 4 days
Good day.
I have experience implementing similar scripts.
Architecture (briefly)
Google API – reading/writing to the spreadsheet (batch update)
Data Fetcher – initially API (requests), if not available – Playwright (HTML parsing, without OCR)
Logic – searching for rows with ID and empty columns → retrieving data → batch update
Config – .env (test/prod mode, spreadsheet ID, columns, URL, retry)
Logs – with confidential data hidden
Required accesses
Google Sheets API (service account + access to the spreadsheet)
Internal service (API endpoint or page URL)
Possible headers for authorization (if needed)
Clarifying questions
What type of authentication is used in the internal service?
Is there API documentation? If not, please send an example HTML page.
What exactly are the two values that need to be retrieved (column names)?
How should rows with errors be marked?
Budget: 125 EUR Deadline: 3 days
Hello. I propose an architecture where Google Sheets and the internal service are not tied together in one scenario: SheetRepository is responsible for selecting/batch writing rows, while SourceClient has interchangeable implementations — the official API or Playwright. If the API appears later, the browser adapter can be removed without rewriting the table logic.
For idempotency, before writing, I recheck the condition "ID exists, two target fields are empty," and send the values, status, and processed_at in one values.batchUpdate. After a timeout, the next run verifies the actual state and does not skip or duplicate rows.
Access is granted only after reserving the Safe: a test copy of the table, column mapping, Google credentials with minimal access, API docs/token, or a test user for the internal service. Secrets do not enter the code and logs. If there is no API, Playwright supports one agreed login/page flow; we do not bypass CAPTCHA/anti-bot measures.
Estimate: 125 EUR, 3 days. Includes one source adapter, dry-run, batch write/reconciliation, retry transient errors, requirements.txt, .env.example, README, and key pytest scenarios. Before starting, we will clarify the number of rows, authorization/API, column names, run mode, and behavior when one value is found.
Budget: 60 EUR Deadline: 3 days
Hello!
The task is completely clear. I have experience in Python automation development, integration with Google Sheets API, Playwright, REST API, and building reliable ETL scripts.
I propose the following architecture:
**Architecture**
* Configuration module (.env).
* Google Sheets API module (reading and batch writing).
* Data retrieval module:
* priority — official API of the internal service;
* fallback option — Playwright with authentication.
* Main processing workflow:
* reading rows;
* filtering already processed records;
* retrieving data by ID;
* validating the result;
* batch writing changes;
* logging without storing confidential information.
* Centralized error handling with retries and the ability to continue execution after a failure.
* Test mode (Dry Run) without writing changes to the table.
Requirements for the work:
* access to Google Sheets (Service Account or OAuth);
* link or ID of the Google Sheet;
* description of the table structure (which columns contain IDs, where to write values, and where the processing status is stored);
* API documentation of the internal service (if available) or test access to the service for implementation via Playwright;
* test credentials.
Before starting development, I would like to clarify:
1. Is there an official API for the internal service?
2. If there is no API, is authentication used (login/password, SSO, MFA)?
3. What volume of data is planned to be processed in one run?
4. Should the script be run manually or on a schedule (cron/Task Scheduler)?
5. Is a "processed" mark sufficient, or is it necessary to store the date/time of the last processing?
6. What actions should be taken if data by ID is missing or the service is temporarily unavailable?
As a result, you will receive:
* source code;
* requirements.txt;
* .env.example;
* detailed installation and running instructions;
* architecture description;
* well-structured and extensible code.
**Project Estimate:**
* Timeline: **2–4 days**.
* Effort: **12–18 hours** (depending on the availability of the API and the complexity of authentication).
* I will be able to provide a more accurate cost after reviewing the internal service and its documentation.
I am ready to start immediately after discussing the details and obtaining the necessary accesses.
Budget: 50 EUR Deadline: 3 days
Hello! I have carefully reviewed the task. I have extensive practical experience in Python development, working with various APIs, and automating routine processes through the Google Sheets API.
The task is clear: a reliable solution is needed that will consistently retrieve data from your internal service and correctly update the table without failures or script crashes.
Budget: 80 EUR Deadline: 3 days
Good day
I can complete your task in the C# programming language.
To access the table, we will use a service account and the official API. For your website, either direct requests or browser automation will be used.
I need to take a look at the website we will be dealing with.
Budget: 50 EUR Deadline: 2 days
Good day. Extensive experience in automating Google Sheets. Also, significant experience in parsing and working with APIs. For an accurate price, I need to see the data sources.
Budget: 150 EUR Deadline: 3 days
Good day!
I am developing in Python!
I am ready to take on the project, I have a lot of experience in similar automations.
Please send the internal service.
I am ready to do everything quickly and efficiently.
Budget: 50 EUR Deadline: 5 days
Hello! I am ready to develop a script for automation for you.
My proposal regarding the architecture:
1. Working with tables will be through gspread using a JSON key.
2. Configuration via .env: I will set up the logger so that personal data or IDs from links are automatically masked (replaced with ***) before being recorded in the console or file.
3. Data collection will be done through basic HTTP requests. Otherwise, I will use Playwright.
4. Test mode - a separate flag in .env that executes the entire cycle without actually writing to the table.
5. Records in Google Sheets will be grouped and sent in batches, rather than one row at a time. This is both faster and puts less load on API limits.
Necessary accesses to start:
1. Access to a test copy of the Google Sheet (or the JSON key of the service account).
2. Test account/token for your internal service.
3. An example HTML page of the object. This is in case there is no API and I need to set up Playwright selectors.
And I want to ask:
1. What type of authorization does the internal service use: simple login/password pair, 2FA, or SSO?
2. What is the volume of rows in the table (hundreds or tens of thousands)?
3. Is there any RateLimit in your service?
Estimated timeframe - 4-5 days. I can provide a more accurate estimate after assessing the volume.
Budget: 150 EUR Deadline: 4 days
Hello! I would be happy to develop a reliable and fault-tolerant Python script for automating work with Google Sheets and your internal service.
Below are detailed answers to your questions regarding architecture, access, and project estimation:
1. PROPOSED ARCHITECTURE
The script will be built on Python 3.10+ using the synchronous Playwright API and the gspread library for working with Google Sheets.
• Configuration: All parameters (table ID, test mode TEST_MODE, timeouts, delays, session paths, and credentials) will be moved to a .env file.
• Authorization in Google Sheets: Through an official Google service account with authorization via a JSON key. This is the safest method without the need to constantly refresh OAuth tokens.
• Data collection (Scraping/API):
- The script will first attempt to make a quick HTTP request to the service API (if possible).
- In the absence of a direct API, Playwright will be launched (in headless mode to save resources). Instead of unstable clicks on coordinates or OCR, we will use precise CSS/XPath selectors to find elements in the DOM tree or intercept network JSON responses, ensuring 100% data accuracy.
• Data recording: I will implement batch updates through gspread. The script will collect data from all processed rows and update the table in one request to avoid hitting Google API rate limits.
• Error handling: Retry logic (with exponential backoff) for network failures or page load errors. Complete logging of the process without recording confidential data to the console.
2. REQUIRED ACCESS TO START
• Access to Google Cloud Console to create a service account (or you can provide us with the generated JSON key file for the service account).
• "Editor" access for this service account to your target Google Sheet.
• Test access (login/password/cookie) to your internal service for session authorization in Playwright.
• A screenshot or example HTML code of the internal service element page for precise selector identification.
3. CLARIFYING QUESTIONS
• How is authorization handled in the internal service? (Standard login form, Basic Auth, or is it sufficient to just pass the authorization cookie in the headers?)
• Is there bot protection on the internal service (Cloudflare, captcha) that may require adding random delays between requests?
Budget: 100 EUR Deadline: 2 days
Hello! Briefly about the architecture. The script consists of three parts: a Google Sheets client (reading rows where there is an ID but two values are empty, and writing back in batches via batchUpdate to avoid hitting limits), a value fetcher, and a processing loop that marks the row as completed. Everything is done through .env, I don't log secrets, there is a test mode without writing to the table and retries with backoff on errors.
The key point for obtaining data: first, I will check the Network tab on the item page. Often, the internal service returns the same two values via a regular JSON request, even if there is no API as such. In that case, I take them directly with this request, quickly and reliably, and Playwright is not needed at all. If the data is rendered only on the client side without a separate request, then I will launch Playwright, without OCR and coordinates, as you requested.
Access: a Google service account with write permission to the table (share to its email), the URL of the internal service, and how authorization works in it (cookies/token/login on the item page), plus an example of one ID for verification.
I would like to clarify one thing: does the item page require account login or is it open via a direct link? This determines whether Playwright with authorization is needed.
I am providing the source code, requirements.txt, .env.example, instructions, and architecture description. The cost is 100 euros, the deadline is 2 days, approximately 12 hours. I look forward to collaborating.
Budget: 156 EUR Deadline: 3 days
Good day!
Architecture:
Configuration via .env (credentials for Google Sheets, base URL of the internal service, TEST_MODE flag)
Connection to Google Sheets via gspread/google-api-python-client with a service account
Reading the table → filtering rows (ID filled, two target values empty)
For each row: attempt via the internal service API (if it exists), otherwise — Playwright (headless) to get values from the page
Accumulating results in memory → batch writing back to the table (batch_update) to avoid hitting Google Sheets API rate limits
Marking the row as processed in a separate column
Retry with exponential backoff on network errors; only ID and status go to logs, not the actual values
Required accesses:
Google service account with editing rights to the necessary table
Access/documentation to the internal service (API key or, if there is no API — understanding how to authenticate for Playwright: login/cookies/token)
Clarifying questions:
Is there an API for the internal service, or should we immediately focus on Playwright?
How to authenticate on the internal service (session, token, login/password)?
Approximate number of rows to process (important for estimating time and rate-limiting strategy)?
What are the names of the two target values and their expected format/data type?
Cost and deadlines: approximately 3-5 working days — if there is a ready API, closer to 3 days; if Playwright is needed with authentication breakdown, closer to 5. I will provide the exact figure after answers to the questions above. The rate is approximately 8,000–12,000 UAH.
Ready to start after clarifications.
Budget: 80 EUR Deadline: 2 days
First, I will check if the service has an open API: if so, I will complete it within a day; if only a webpage is available, I will use Playwright and provide an exact price after my initial assessment. I am already recording results in Google Sheets live in one of my bots, the "Application Bot" case in my portfolio (https://freelancehunt.com/showcase/work/zayavki-bot-telegram-mini-app/2060201.html), where rows from real applications are currently being added. I mark a row as processed only when both values are actually recorded, not just attempted. I do not log tokens or the actual values; there is a run without logging for verification. Approximately 80 euros and 2 days if an API is available, closer to 150 euros and 3-4 days if only through the webpage.
Budget: 50 EUR Deadline: 2 days
Hello!
The technical assignment is clear, and the task is understood. I have experience with Python, Google Sheets API, and Playwright.
1. Architecture:
Three modules: sheets.py (reading/writing Google Sheets), fetcher.py (fetching data via API or Playwright), main.py (main logic). Batch recording of changes. Configuration via .env.
2. Required accesses:
Service Account for Google Sheets API, access to the Google Sheet, documentation/access to internal-service or test URL.
3. Clarifying questions:
Is there documentation for the internal-service API or is Playwright needed?
What exactly are the two target values that need to be recorded?
I am ready for discussion.
Budget: 60 EUR Deadline: 2 days
Hello! Architecture: module Sheets (gspread, batch writing via batch_update), data retrieval module - initially the official API of the internal service, fallback to Playwright, orchestrator with retries and test mode without writing to the table. Configuration via .env, secrets do not get into logs, already filled rows are skipped, processed ones are marked. I will provide the code, requirements.txt, .env.example, installation and running instructions, and architecture description. Access needed: Google service account with access to the table and internal service credentials/token; approximately 6-8 hours of work.
Budget: 50 EUR Deadline: 2 days
Ready to help write the script in 2 days
we can have a call and I will show you the plan on how I will implement this
Budget: 100 EUR Deadline: 2 days
Hello! The main task of this script is not just to collect data, but to ensure reliable operation with the Google Sheets API (adhering to quotas through batchUpdate) and to create a robust adapter for the internal service (quick switching between REST API and the Playwright headless browser in case there are no open endpoints).
Proposed architecture:
I will implement this as a modular Python application. I will build the interaction with the sheets through the official google-api-python-client or gspread using a Service Account. Parsing will be based on isolated sessions: first, the script will check for an API response, and as a fallback, it will launch Playwright in headless mode. All configurations, including access tokens and URLs, will be moved to .env, and logging will be set up to filter out any PII (personal/confidential information).
I have deep expertise in similar tasks: while creating automated content aggregators (for example, @parserAMbot), I constantly used Playwright for data extraction from complex platforms. I also designed stable integrations with Google services for the large-scale logistics system MKSDelivery, where I successfully addressed issues of bypassing limits and managing large data sets.
Necessary accesses to start:
JSON access key from Google Service Account (or access to the sheet for my service account).
Test access (login/password or token) to the internal service.
Structure or copy of the Google Sheet for testing batch updates.
Cost, timelines, and estimated hours:
Since this is a console local tool, I suggest working through Safe with the following estimate:
Timeline: 2–3 days.
Time expenditure: about 10–15 hours of pure development and testing.
Budget: $50 – $100 (depends on whether complex authorization of the internal service needs to be bypassed in Playwright).
For an accurate final estimate, I have two technical questions:
Does the internal service have a complex authorization system (for example, mandatory 2FA, corporate SSO, or VPN) that needs to be considered when setting up the Playwright background session?
What is the approximate volume of rows planned for simultaneous processing, so I can immediately set the correct rate limits and intervals for the Google Sheets API?
Budget: 240 EUR Deadline: 3 days
I propose a local Python CLI with modules for config, sheets, source, and runner. First, I will check for the presence of the official API of the internal service; Playwright will remain as a backup adapter.
Implementation: Google service account with access only to the test spreadsheet; searching for empty rows; idempotent processing; batch writing; dry-run without changes; retries with exponential backoff; checkpoint for continuation after failure; structured logs without tokens and received confidential values. I will provide the source code, requirements.txt, .env.example, instructions, and architecture diagram.
Cost is 240 EUR, duration is 3 days, estimate is 8–10 hours. The scope includes one spreadsheet/tab, two target fields, and one internal service. Changes to service authorization, bypassing anti-bot protection, or additional sources will be assessed separately after diagnostics.
Needed: test copy of Google Sheet, limited service account; documentation and test API token or a separate test account for Playwright; examples of IDs and expected two values. Is there CAPTCHA/2FA and what request limit is allowed?
Budget: 50 EUR Deadline: 5 days
Ready to create a local Python script for automatically filling Google Sheets — prioritizing the official API of the internal service, with Playwright as a fallback.
I see that we need to work according to a clear logic: find rows where there is an ID but two values are missing → form a link based on a template → extract data → write back in batches → mark the row as processed. Configuration via .env, test mode without writing, retries with backoff, and ensuring that confidential data does not end up in logs.
The architecture is simple and reliable: a separate module for Google Sheets (gspread + service account, reading in one request, writing via batchUpdate to avoid hitting limits), a separate adapter for the data source with two implementations under a common interface — HTTP client as the main option and Playwright headless as a backup. So if the API appears later — you can simply remove Playwright without rewriting all the code.
✅ One nuance that others overlook: idempotency. If the script crashes in the middle of a batch write, upon restart it will not duplicate or lose data — before each batch, I check the condition "ID exists, values are missing" again. I filter logs at the logging module level (redaction of tokens and URLs with IDs), not just "do not log the password."
Access needed: a Google service account with access to the sheet (I can help create it), documentation or API key of the internal service (if available), or an example link to the element and data for authorization if only the web interface is available.
Key question before starting: does the internal service have an official API, or should we immediately focus on Playwright? And what is the order of the number of rows — hundreds or thousands? This affects the logic of batches and rate limits. Write back — and I will outline a detailed plan for the first stage right in the chat on FreelanceHunt.
Budget: 80 EUR Deadline: 3 days
Hello!
I am ready to develop a local Python script for you to automate filling Google Sheets. The task description is completely clear, the logic is transparent and feasible.
Budget: 100 EUR Deadline: 2 days
Good evening, I am a Python developer with experience in all the technologies you need. I can complete your order quickly and efficiently. Write to me - we will discuss the details. I am ready to start today.
Budget: 200 EUR Deadline: 5 days
Good day. I suggest dividing the solution into three independent modules: working with the Google Sheets API, retrieving data from the internal service, and processing strings. First, I will check the official API. If it is not available, I will connect Playwright with stable DOM selectors and session persistence.
The script will skip filled rows, record changes in batches, support dry-run, limited retries, and safe logs without tokens and sensitive data.
To start, I will need a test copy of the spreadsheet, a Google Service Account or OAuth access, 3–5 examples of IDs with expected results, and access to the API or web interface of the service.
The main question is: how is authorization structured in the internal service? Is there SSO, 2FA, CAPTCHA, or VPN restrictions?
Estimate — 16–20 hours.
Deadline — up to 5 calendar days. I will provide the code, requirements.txt, .env.example, README, and a brief description of the architecture.
Budget: 1234 EUR Deadline: 1 day
Hello! I have experience with Python, Google Sheets API, and Playwright. I would be happy to help you.
Budget: 100 EUR Deadline: 2 days
Hello! The task is clear and right up my alley — parsing and automation in Python. I will build a script based on your logic: I read lines where there is an ID but the target fields are empty → I form a link according to the template → I pull two values (first I will try the official API, if it's not available — Playwright) → I write back to the table and mark the line as processed.
I will ensure fault tolerance: processing will be done line by line with progress tracking, so if the script stops, it will continue from where it left off, not from the beginning. Plus, throttling requests to avoid getting banned on the source.
Deadline: 2 days, cost 100 €. I work through Safe.
Question: does the internal service have an API, or should we immediately plan for Playwright? And is authorization needed on it (login/session) — this affects how to set up access.
Budget: 30 EUR Deadline: 3 days
Hello! I have extensive experience working with the Google Sheets API and process automation. The task is clear, and I am ready to implement a reliable solution considering all your requirements.
How I see the architecture:
- Using pydantic-settings for .env validation. This ensures that the program will fail at startup if any key is missing.
- Modular approach. I will create separate adapter classes: one for Google Sheets and another for data retrieval (API/Playwright). This will allow for easy replacement of Playwright with API in the future without rewriting the core logic.
- Batch processing of data to minimize the number of requests to the Google API, which will help avoid limitations.
- Logging through logging with full masking of any API keys and sensitive data.
From the access side, I will only need a Google Cloud service account with access to a specific spreadsheet (Service Account Email).
Clarifying questions:
Do you already have a project created in the Google Cloud Console, or do I need to describe the process of setting it up to obtain the Service Account?
What is the approximate number of rows in the spreadsheet per run? (This is important for setting up batch processing logic).
Is proxy support needed for working with Playwright (if the internal service has bot protection)?
Estimation:
- Timeline: 3-4 days (considering time for setting up Playwright).
- Number of hours: approximately 12-15 hours of work.
- Cost: 30-40€ (depending on the complexity of authorization in the "internal service").
I look forward to your response and am ready to discuss the details!
Budget: 100 EUR Deadline: 2 days
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Budget: 120 EUR Deadline: 3 days
Hello! I have reviewed your detailed specifications. The task is absolutely clear, and I have relevant experience in creating turnkey automation scripts (Python + Google Sheets API + parsing).
I will not just write a script; I will make it resilient to failures. Here’s how the architecture of my solution looks:
1. Idempotence and protection against duplicates: If the internet connection drops or the service network fails during batch writing, the script will not corrupt or duplicate the table upon restart. It will clearly filter only those rows where "ID is filled, and values are empty."
2. Adaptive data collection: I am designing an adapter with two implementations. Initially, a request is made through an HTTP client (requests + retry with exponential backoff) to the API. Playwright (headless) will only connect as a fallback option if there is no open API.
3. Optimization of Sheets API: Reading and writing will not occur line by line (to avoid getting banned by Google for limits) but exclusively through batchUpdate.
4. Data security: Configuration via .env (python-dotenv). Confidential data is not just "not output," but filtered at the logging module level (redaction) — tokens and passwords will never appear in log files. A test mode (dry-run) without writing to the table will be implemented.
To get started, I will need:
Access to a test copy of Google Sheets (for Service Account).
Access to the internal service (or API documentation, if available).
Two clarifying questions:
Does the internal service have at least an undocumented API (which can be extracted from Network), or should we immediately allocate time for writing stable selectors for Playwright?
What volume of rows is planned for processing in one run (dozens or thousands)? This will affect the batch settings.
I am quoting a price of 120 EUR and a deadline of 3 days.
I look forward to collaborating!
Budget: 35 EUR Deadline: 7 days
A batch record of changes in Google Sheets is the key to optimization, and I will implement this through a Python script using the Google Sheets API for the main logic and Playwright as a fallback for retrieving data from the internal service. The script will be structured as follows: connecting to the sheet, searching for empty rows by ID, forming API requests (or scraping via Playwright), obtaining two target values, accumulating changes in a buffer, and one batch write operation to the sheet, with mandatory error handling, retry logic, and a test mode without writing. I will also implement configuration via .env, logging without confidential data, complete documentation with architecture and instructions. I offer 2 weeks of free code support after delivery — the script may require debugging with changes in the API structure or the sheet. What version of Python and what are the exact names of the two target fields in the sheet?
Budget: 40 EUR Deadline: 2 days
Hello! I will gladly develop a reliable and fault-tolerant local Python script in strict accordance with your technical specifications. I specialize in process automation using Python 3.12, working with the Google Sheets API, and browser automation through Playwright.
You asked to answer your questions before starting, so I propose the following technical solution:
1. Architecture Proposal:
The script will be built on a modular principle for clear separation of logic (Single Responsibility):
— Config Module: Reads variables from .env (Credentials, Spreadsheet ID, batch sizes, DRY_RUN flag).
— Sheets Service: Works through the official Google Sheets API (gspread library over a service account). Reads the entire sheet in one request to save quotas, filters the necessary rows in memory. Writes results strictly in batches through spreadsheets.values.batchUpdate after the batch iteration to avoid blocks from Google.
— Data Extractor: Implements the "Strategy" pattern. At the top level, a common interface for data retrieval is declared. Below it are two isolated classes: HTTP client (requests/httpx with exponential backoff handling on retries) and Playwright Headless (runs in the background, without using OCR, coordinates, or mouse emulation—strict data extraction from the DOM tree/selectors).
— Logger Module: I will set up a built-in masking filter (redaction) at the logging module level. Any private tokens, passwords, or target values will be automatically replaced in the logs with [REDACTED].
2. Required Access:
— JSON key from the Google Cloud Service Account (I will provide instructions on how to create it and share it with your spreadsheet; access to your personal Google account will not be required).
— Documentation or a test endpoint of the internal API (if it exists) / Authorization data (login/password) if the internal service requires login to view pages item/{ID}.
— A test copy of your spreadsheet (or a description of the column names: ID, Value1, Value2, Status) for initial debugging.
3. Answers to your points (Cost, deadlines, hours):
Approximately 10–12 clean working hours will be needed for the work. I am ready to complete the project in 2 days. My cost is 2450 UAH. This amount includes a complete package: source code, requirements.txt, .env.example, README installation/run instructions, and a brief description of the architecture.
Clarifying question: please let me know if the internal service requires captcha during authorization.
Budget: 35 EUR Deadline: 5 days
Hello!
My name is Bohdan.
I have reviewed your technical assignment. Before starting development, I suggest we agree on the architecture and integration details to ensure the solution is reliable, secure, and easy to maintain.
Proposed architecture
Configuration — storing all parameters in .env (table ID, credentials, service URL, operating mode, etc.).
Google Sheets module — reading data, searching for unprocessed rows, batch writing changes via Google Sheets API.
Data retrieval module:
priority is given to using the official API of the internal service;
if there is no API — retrieving data through Playwright without OCR, screen recognition, and using mouse coordinates.
Main handler — sequential processing of rows, retries on temporary errors, logging without disclosing confidential information.
Test mode — performing all actions without writing changes to Google Sheets.
Logging — technical messages without disclosing tokens, credentials, and sensitive information.
What accesses will be needed
Access to Google Sheets (or a Google service account).
Access to Google Cloud Console (if creating a service account and enabling Google Sheets API is required).
API documentation of the internal service (if it exists):
API URL;
authorization method;
description of necessary methods.
If the API is absent:
test account;
access to the internal service via a browser;
description of where the necessary values are located.
Example Google Sheets with several test rows.
Clarifying questions
Is there an official API for the internal service?
What exactly are the two values that need to be retrieved?
In which columns are:
ID;
first value;
second value;
processing indicator?
How should a processed row be marked (date, status, flag)?
How is authorization in the internal service handled (login/password, SSO, OAuth, etc.)?
What volume of data is planned to be processed in one run?
Will the script be run manually or on a schedule?
Is work through a proxy or VPN required?
Is it necessary to save a detailed execution log in a separate file?
Timelines and estimation
With access to the service and a clear data structure, the approximate estimate is:
Timeline: 2–5 working days.
Effort: about 12–20 hours (depending on the availability of the API and the complexity of authorization).
Cost: to be discussed after clarifying details and checking the method of data retrieval (via API or Playwright).
As a result, you will receive:
fully ready source code in Python;
requirem
Budget: 50 EUR Deadline: 1 day
Hello. I have carefully reviewed the task regarding the automation of filling Google Sheets with data from an internal service. The project will be implemented on a modular basis using Python, utilizing the Google Sheets API and Playwright if necessary, with a clear separation of responsibilities among components for configuration, data retrieval, interaction with the sheet, and logging without disclosing sensitive information. I will ensure batch processing of data to optimize interaction with Google Sheets, thorough error handling with retry mechanisms, and a test mode that guarantees the reliability and security of the solution. I have significant experience in developing similar integration scripts and automating workflows, which will allow for the effective use of existing architectural solutions and templates to accelerate development. I suggest discussing all implementation details, final budget, and timelines in private messages.
Budget: 40 EUR Deadline: 3 days
Good day!
I am ready to take on the task. I will explain in simple words how I see it, what is needed from you, what questions there are, and how much time and money it will cost.
The program itself:
- Opens your Google Sheet.
- Finds rows where there is an ID but two values are missing.
- Collects links to the company's internal service based on the ID.
- Retrieves the required two values. If the service has an API, it takes them through it, which is more reliable and faster. If there is no such entry, it opens the page in the background (via Playwright) and retrieves the data from there, as if a person is doing it, just automatically.
- Writes the found values back to the sheet.
- Marks the row as "done."
- Moves on to the next one.
If something goes wrong with one row, the program will not stop completely but will mark that row as problematic and continue, so as not to waste time on the rest.
There will be a special "trial mode": you can run it and see what the program is going to do, without actually writing to the sheet. In case you want to check that everything works correctly at first.
All settings (passwords, links, keys) will be stored in a separate file, not inside the code, which is more convenient and secure. In the logs (i.e., records of the program's operation), there will be no real data, only markers like "row processed" or "error."
What will be needed from you:
- Access to the Google Sheet (either give access to a special technical account or regular login through Google, whichever is more convenient for you).
- Information about the company's internal service: does it have an "official entry for programs" (API) with documentation, or is access only through the regular website?
- How the login to this service works (login password, something else), this is important to understand how the program will be able to access it.
- An example of your table or at least a description of what columns it has: where the ID is, where the two required values are, where the "processed" marker is.
Questions I want to clarify before starting:
- Does the internal service have a separate "entry for programs" (API), or will it need to be accessed as a regular user through the website?
- What does the login to the service look like, just a login and password, or is there also a code via SMS or an app?
- Can you show the structure of the table, what the required columns are called?
- How many rows usually need to be processed at one time, dozens, hundreds, thousands?
- Should the script be run manually when needed, or should it run automatically, for example, every morning?
- Are notifications needed if something goes wrong (for example, messages in Telegram or email), or is it enough for it to be visible in the log file?
Budget: 50 EUR Deadline: 1 day
Hello.
I propose a modular architecture: a separate block for Google Sheets, a separate module for data retrieval via the official API or Playwright, and a main handler for checking rows, retries, and batch writing. Already filled rows will not be processed again, and configuration, dry-run, and secrets will be moved to .env.
To start, I will need:
access to a test copy of Google Sheets via Service Account
documentation and API key of the internal service or test access for Playwright
2–3 examples of IDs with expected values
column names and the format for processing marks
I will clarify before starting:
is there an official API and what kind of authorization is there
are login, SSO, 2FA, or VPN needed for the web interface
what is the estimated volume of rows per run
what to do if only one of the two values is found
I will provide the source code, requirements.txt, .env.example, installation and launch instructions, and a brief description of the architecture.
Budget: 70 EUR Deadline: 2 days
👋 Hello!😄
This is a compact and clear task — exactly my profile (Python + Google Sheets API + Playwright).
🛠 How I will do it:
• Connecting to the spreadsheet via gspread (service account).
• Searching for rows with ID without 2 target values → forming URL based on the template.
• Retrieving values: first through the API (if available), fallback — Playwright; stable parsing, error handling, and retries.
• Writing values back + marking as "processed," handling rows in batches, continuing from the next one.
Clean code + log + instructions for running. I will clarify 1-2 details (template values/access) and do it quickly.
🎥 Portfolio: 
Freelancehunt
Feel free to reach out!
Budget: 200 EUR Deadline: 4 days
Hi,
Architecture: config-driven script, .env for credentials (Google service account JSON path, sheet ID, internal service base URL/auth). Google Sheets API client reads all rows, filters to ID-present + target-values-missing. For each row, try the internal service's API first if documented, otherwise fall back to Playwright against the templated URL. Values extracted, queued in memory, written back in a single batch update (not per-row) to stay within Sheets API rate limits and avoid partial-write states on failure. Row marked processed only after successful write. Retry wrapper with exponential backoff around both the fetch and the write step, distinguishing retryable (timeout, rate limit) from fatal (auth failure, row malformed) errors, fatal ones logged and skipped, not retried forever. Logging excludes the two target values and any credential material, only IDs and status. Test mode flag runs the full read/fetch pipeline and prints intended writes without touching the sheet.
Access needed: Google service account with edit access to the specific sheet (share it with the service account email, no broader Drive access needed). Internal service, either API credentials/docs if an API exists, or a valid session/login for Playwright plus confirmation of what "logged in" looks like on that service (cookie, token, form login).
Questions before I start: does the internal service have any API at all, even undocumented, or is Playwright the confirmed path? Roughly how many rows/how often does this run, one-time backfill or a recurring job (changes whether I add scheduling, e.g. cron-ready design)? Is the internal service reachable from outside your network, or does this need to run on a machine inside your infrastructure? What do the two target values look like on the page, structured fields or does it need parsing from free text?
Cost and time: for the script as specified, source + requirements.txt + .env.example + install/run docs + architecture writeup, I'd estimate 150 to 200 euros and 3 to 4 days, assuming Playwright path (API path would be faster, days could drop to 2). Final number firms up once I know row volume and whether it's one-time or recurring.
Budget: 300 EUR Deadline: 10 days
Hello! I am ready to develop a reliable local script in Python with batch recording to Google Sheets, a test mode, and secure log hiding. I will implement priority data collection through the official API or through seamless emulation in Playwright if the API is unavailable. Please send an example table and a few words about the protection of the internal service — I will provide you with precise timelines and costs in 5 minutes.
Budget: 50 EUR Deadline: 2 days
Hello.
I have worked with the Google Sheets API. (You can see this in the reviews).
I didn't quite understand what exactly you need regarding the architecture and env files. Here is literally the script code for two modules. One connects to the sheet, and the other reads and writes to the sheet itself.
The question is where we get the data for writing, and which IDs to compare. (But this is already at the development stage).
Budget: 150 EUR Deadline: 3 days
Hello! My name is Nikita, I am a programmer from VALFLOW. I am ready to implement this script. We will create a modular architecture to isolate the parsing logic from working with spreadsheets — this will allow easy switching between API and Playwright.
1. Architecture:
• Core/Runner: Main loop, reads the .env config (including the DRY_RUN flag for test mode).
• GoogleSheetsService: Works through google-api-python-client. Reads the entire sheet in one request, filters rows in memory, and writes the result via spreadsheets.values.batchUpdate (in batches, to save API quotas).
• DataExtractor: First tries the HTTP client (httpx/requests), if the endpoint is absent — initializes Playwright to collect data from the web interface. We will wrap logging in a filter to mask personal data.
2. Required accesses:
• JSON key from the Google Service Account (with read/write access to the spreadsheet).
• Access/tokens to the internal service or a test account for authorization in Playwright.
• Link to the test spreadsheet and 2-3 example IDs for debugging.
3. Clarifying questions:
• Does the internal service require authorization (Basic Auth, Bearer token, or login through a browser form)?
• How should the script understand that the API is absent: by HTTP status (e.g., 404) or will this parameter be strictly defined in .env?
4. Cost and deadlines:
• Approximately: 12–15 hours of work.
• Deadline: 2-3 days (including testing).
• Cost: 150 EUR (ready for formalization through Safe).
I will provide the complete set of documentation (README.md, .env.example, requirements.txt) along with the source code. Let's discuss the details in the chat!
Budget: 150 EUR Deadline: 4 days
Hello. I am ready to implement this script in Python. To obtain data, I will primarily use the internal service API, and if it is not available, I will implement a solution using Playwright. Before starting, I suggest we agree on the architecture, clarify the necessary access, and discuss a few details about how the service works, so we can do everything correctly from the start and avoid unnecessary revisions. Preliminary estimate – 2–4 days.
Budget: 100 EUR Deadline: 1 day
Good day!
In general, the task is clear. To provide an accurate response regarding deadlines and pricing, I would like to clarify some questions that arose after analyzing your task.
Please write in private messages – we will discuss the details and your wishes.
Budget: 65 EUR Deadline: 1 day
I will develop a Python script that will connect to your internal service, retrieve data, and automatically enter it into Google Sheets. Logging and error handling can also be configured.
Contact me, and we will discuss everything in detail, and I can start working on it right away.
Portfolio: Freelancehunt
Reviews: Freelancehunt
Budget: 100 EUR Deadline: 3 days
Could you tell me if the internal service has an API or just a web interface? This greatly affects the architecture. I have done similar tasks: ETL from Meta Ads and GA to Google Sheets with automation, and data collection through Playwright while bypassing Cloudflare. In this project, the logic is clear - find rows with IDs, retrieve data, and write it down. I suggest checking for the availability of an API first; if not, we can use Playwright with the right approach. We will discuss timelines and pricing after clarification. After delivery, I will remain available for support if any adjustments are needed.
Budget: 110 EUR Deadline: 2 days
Hello. I am ready to develop a local Python script for automatically filling Google Sheets. I plan to connect via the Google Sheets API, read rows with IDs, check for empty required fields, retrieve data from an internal service via API or Playwright, batch write results back to the table, and mark processed rows. I will also add a dry-run mode, logging, and settings via .env. For an accurate estimate, I need a sample table, 2-3 test IDs, the names of the required columns, and information on whether the internal service has an API. Approximately: 1-2 days. I am ready to discuss the details and start with a test copy of the table.
Budget: 300 EUR Deadline: 7 days
Good day.
I am ready to develop a local Python script to fill a Google Sheet from an internal service according to your specifications.
Portfolio: https://gooru-lab.github.io/portfolio/
————————————————
1) Architecture (proposal)
• config — reading .env (Spreadsheet ID, column ranges, URL template, dry-run mode, batch size, retries).
• sheets_client — Google Sheets API: reading rows, batch update (batchUpdate / values.batchUpdate).
• row_selector — row selection: has ID, no two target values, no "processed" mark.
• source_client (priority):
– ApiSource: HTTP to internal API by {ID};
– PlaywrightSource: fallback if API is unavailable/no fields; no OCR and no clicks by coordinates — just opening URL and extracting values from DOM/JSON on the page (selectors in config).
• processor — loop: select rows → get 2 values → gather changes in buffer → batch write → mark as processed.
• logging — structured logs without secrets, tokens, and full payloads with personal data; no writing to Sheets in dry-run.
• retries — retry on 429/5xx/network with backoff; error on row does not fail the entire run (row → error/skip + log).
Delivery: code, requirements.txt, .env.example, README (installation + launch), brief description of architecture.
————————————————
2) Required accesses
• Google Cloud: service account (or OAuth) with permission to edit the target sheet; the sheet is shared with this account.
• Sample Google Sheet (or copy) + names of the sheet and columns (ID, value1, value2, processed).
• Access to the internal service: either official API (URL, method, auth, example response), or test access in the browser (login) + 2–3 examples of pages item/{ID} for Playwright selectors.
• Confirmation of the URL template (instead of example).
————————————————
3) Clarifying questions
• What are the exact names of the columns and sheet? What does the "processed" mark look like (TRUE / date / status)?
• Is there a REST/JSON API in the internal service, or just an HTML page?
• How is authorization to the service handled (cookie, Basic, Bearer, VPN/office only)?
• What are the two target values — which fields/selectors/JSON keys?
• How many rows per run and how often to run (manually / cron)?
• What to do if the ID is invalid or the page is 404 — skip + log, or stop?
• Is one run "all empty" needed, or a limit of N rows per run?
————————————————
4) Cost, timelines, hours
Approximately 8–14 hours:
• with the official API — closer to 8–10 hours;
• with Playwright + login/selectors — 12–14 hours.
Timeline: 3–5 working days after access and answers to questions.
Cost:
Budget: 200 EUR Deadline: 16 days
Hello!
I am ready to take on your project. I will do it modularly: separately working with Google Sheets, separately retrieving data, and separately the logic that connects everything. Where to get the data will be decided in the config: first, we will try the official API, and if it is not available, I will connect Playwright.
I will work with the spreadsheet through a service account, reading and writing in batches to avoid hitting Google’s limits. Rows that are already filled or marked will not be touched again—so the script can be run multiple times without duplicates. I will create a test run (--dry-run) that goes through the entire cycle but does not write anything to the spreadsheet—convenient for checking the logic without risk. Errors will be handled through retries with increasing pauses, and I will write the logs in such a way that neither secrets nor the actual data will be included.
I will move the settings to .env. I will send the source code, requirements.txt, an example .env.example, installation and launch instructions, and a brief description of the architecture.
As for the timeline, I will provide a range: if the service has an API, it will take about 20–28 hours; if I have to go through Playwright, it will be closer to 32–45. In calendar terms, this is about one and a half to three weeks. I will give an exact figure after a couple of clarifications, as the Playwright part can vary significantly in terms of effort.
To make the estimate accurate, please let me know:
1. Does the internal service have an API and documentation? How is authorization set up?
2. If there is no API and Playwright is needed—how does the login process work (username and password, SSO, two-factor authentication)? Is there a captcha?
I am ready to discuss all the details in correspondence. Thank you!
Budget: 100 EUR Deadline: 2 days
Good day! 🧡
I am ready to take on the work and help complete everything efficiently and in a short time. I have experience in similar projects, and I have examples of work and reviews that I can show.
I can start soon. Please write the details - we will discuss the task, deadlines, and the best implementation option. I respond quickly 🙂
Budget: 150 EUR Deadline: 4 days
Hello. I propose to create a local idempotent Python script: repeated runs will not reprocess filled rows or create unnecessary changes.
Architecture:
SheetsClient retrieves only the rows from Google Sheets where there is an ID and two target values are absent.
DataProvider forms the URL and fetches the data. First, I will check for the presence of an official API. If the API is absent, I will connect a separate Playwright module without OCR, mouse coordinates, and bypassing protections.
Processor validates the received values and creates a list of changes.
BatchWriter writes the results to Google Sheets in a single batch request. A row is marked as processed only after both values are successfully written.
An error in one row does not stop the entire run: I will add limited retries with delays and a safe log without tokens, URLs with sensitive parameters, and received confidential data.
I will also provide a DRY_RUN mode: the script will show the number of found rows and planned changes but will not write anything to the table. Settings, paths, column numbers, and secrets will be moved to .env.
To start, I will need:
a test copy of Google Sheets and a description of the columns;
a Google Service Account with access to this table or OAuth credentials;
documentation and a test API token of the internal service, if the API exists;
a test account for the service, if Playwright is required;
3–5 examples of IDs and expected values;
information about VPN or IP restrictions, if the service is only available from the internal network.
Clarifying questions:
How is authorization structured in the internal service: login and password, SSO, 2FA, token, or VPN?
What exactly are the two values that need to be extracted and where are they located in the interface/API?
In which column should successful processing be marked and what value should be recorded?
What is the approximate volume of rows and how often is the script planned to be run?
If only one of the two values is found, should the row be skipped, a partial result recorded, or marked as an error?
Estimate: 150 EUR, deadline 3–4 working days, approximately 16–20 hours. The cost includes the source code, requirements.txt, .env.example, installation and launch instructions, a brief description of the architecture, and testing on a test copy of the table.
The estimate assumes standard API authorization or Playwright without bypassing CAPTCHA. If the service uses complex corporate SSO or mandatory CAPTCHA, we will first agree on an acceptable login method without changing the cost without your confirmation.
Budget: 50 EUR Deadline: 1 day
Hello, I will complete your task during the evening. I will be happy to help you!
Budget: 111 EUR Deadline: 10 days
Oooffq, the task is clear: we need to automate the transfer of data from an internal service to Google Sheets while checking existing records by ID. The script will run as a background task, using batch writing to minimize the load on the Google Sheets API and logging errors without leaking private data.
The architecture will be built on a module for working with the Sheets API and a separate layer for retrieving data from the service (first through the REST API, if it is closed - we will switch to Playwright). Access settings will be moved to a .env file, ensuring the security of the configuration.
To understand the scope of work: do you already have a ready Google Cloud service account with access to this sheet, or does it need to be created from scratch for this project?
Budget: 150 EUR Deadline: 1 day
Hello, I will do it quickly within a few hours. I have extensive experience in writing software in the Python programming language. I have constantly worked with Google Sheets and parsing. If you are interested, please write to me. I will implement it using requests + pygsheets. Any website can be parsed with their help, without Playwright.
Budget: 200 EUR Deadline: 5 days
Ready to develop a Python script for automatically filling Google Sheets with data from your internal service. I will use the Google Sheets API and Playwright if necessary. I will provide a test mode and proper error handling.
The cost and timeline heavily depend on where exactly to retrieve the values from.
