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    583 bigquery jobs found, pricing in USD

    I'm looking for someone to only guide me to use Google Cloud Platform (GCP) to design and create end-to-end an architecture that utilizes Compute Engine, Cloud Storage, and BigQuery to bring new data into cloud. This is not a physical project but quick training requirement. Key Requirements: - Expertise in GCP Compute Engine - Knowledge in Cloud Storage and BigQuery - Ability to design innovative cloud architectures with potential scalability and high availability in mind - Ability to explain end to end steps involved - Ability to design and implement security

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    I'm currently facing an issue in one of my Python scripts, which has been running flawlessly for months, but now encounters an authentication error when attempting to connect to Google BigQuery. For context, I'm using Python 3 and the error seems to originate when establishing the connection. Furthermore, the script uses service account authentication to connect to BigQuery. For this project, I would ideally prefer someone with the following skills and experience: - Proficient in understanding and debugging connection issues - Extensive experience with Google BigQuery, especially in authentication using service accounts - Familiarity with resolving errors in established scripts Your task will be to diagnose the issue and ultimately, resolve the authenticat...

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    ...an experienced Google Cloud Looker Dashboard professional to help configure visualizations and configure user access for my Dashboard. My primary needs include: - Being proficient in Google Cloud Platform, Looker Studio, and BigQuery. - Skilled in creating different types of visualizations such as bar charts, line charts, and pie charts. - Specifically, I require a connection to BigQuery as my data source. The right person for this project should have considerable experience with Google's data visualization tools, specifically Looker, and be familiar with BigQuery. The dashboard and data sources already exist, I need some time with a professional so he/she can guide me through how to configure the existing dashboard, how to give access to users, etc. Be...

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    ...in synthesizing data from diverse sources including QuickBooks, Airtable, BigQuery, and our CRM system Follow Up Boss. This position is crucial for monitoring, analyzing, and reporting on the effectiveness of our marketing efforts, particularly focusing on texting and voicemail campaigns. The ideal candidate will possess strong skills in SQL, experience with BigQuery and Dataform, and proficiency in data visualization tools. Familiarity with Airtable is a plus. This role demands a combination of technical expertise, analytical thinking, and a keen understanding of marketing dynamics to provide actionable insights that drive strategic decision-making. RESPONSIBILITIES: -Integrate data from QuickBooks, Airtable, BigQuery, and Follow Up Boss into a cohesive analytics ...

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    I'm in need of a skilled programmer proficient in Google BigQuery, specifically its Standard SQL version. Recently, I encountered an error while working with a partitioned table, stating: "The query cannot be executed because the table involuted-alpha-377603:cargoaim_main_db.agent_basic requires partition filter and contains unapplied upsert data that is stale based on the max_staleness setting." Here's what I'm aiming for: - *Resolve the current error*: To continue our operations without disruptions. - *Enable new data analysis capabilities*: After fixing the error, I want to explore and utilize more advanced data analysis features that BigQuery offers.

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    I'm in need of a skilled programmer proficient in Google BigQuery, specifically its Standard SQL version. Recently, I encountered an error while working with a partitioned table, stating: "The query cannot be executed because the table involuted-alpha-377603:cargoaim_main_db.agent_basic requires partition filter and contains unapplied upsert data that is stale based on the max_staleness setting." Here's what I'm aiming for: - **Resolve the current error**: To continue our operations without disruptions. - **Enable new data analysis capabilities**: After fixing the error, I want to explore and utilize more advanced data analysis features that BigQuery offers. **Required Skills and Experience**: - Proficiency in Google BigQuery (Standard SQL) -...

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    ...amazing python dev to take over work on an a Python Flask container - mainly responsible for ETL and data analysis. You: - A strong developer with experience in data pipeline and data analysis work. - Expert in libraries like Pandas, NumPy, and other python data manipulation libs. - A familiarity with networking protocols such as Websockets, HTTP, and FTP. - Familiarity with Data Warehouses like BigQuery - Familiarity with Looker - Ability to support US West Coast hours Do you do your own coding, or do you coordinate development through an agency? Can you describe a recent project where you utilized Pandas and NumPy for data analysis or manipulation? What challenges did you face and how did you overcome them? Can you explain a scenario where you had to use Websockets, HTTP, o...

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    I'm launching an extensive project that needs a proficient expert in Google Cloud Platform (including BigQuery, GCS, Airflow/Composer), Hadoop, Java, Python, and Splunk. The selected candidate should display exemplary skills in these tools, and offer long-term support. Key Responsibilities: - Data analysis and reporting - Application development - Log monitoring and analysis Skills Requirements: - Google Cloud Platform (BigQuery, GCS, Airflow/Composer) - Hadoop - Java - Python - Splunk The data size is unknown at the moment, but proficiency in managing large datasets will be advantageous. Please place your bid taking into account all these factors. Your prior experience handling similar projects will be a plus. I look forward to working with a dedicated and know...

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    I'm seeking an AI expert to develop a generative AI system specifically for answering and synthesizing energy...A proficiency in AI-based synthesis • Deep understanding and experience with time-series data • Familiarity with DataWarehousing Key Responsibilities: • Design and implement a system that effectively synthesizes time-series data using generative AI • Leverage structured data from our DataWareHouse in Bigquery • Ensure synthesized data retains accurate, reliable, and relevant financial metrics Being equipped to handle and understand the complexity and nuance of Bigquery data will be instrumental for this project. As we will be working with significant amounts of structured data, having a solid foundation in working with re...

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    Subject/Topic: big query standard and guidelines Word Count: 10,000 words Deadline: 2 weeks Skills and Experience: - Strong research skills in the field of technology - Experience in writing research papers - Proficiency in conducting literature reviews and analyzing data - Knowledge of various research methodologies and citation styles - Attention to detail and ability to meet deadlines Project Description: I am looking for a skilled researcher with expertise in the field of technology to help me write a articles paper. The paper should have a word count of 10,000 words and should be completed within 2 weeks. Articles should not be copied from anywhere and it has to be written on own words with good examples and should have good conclusions etc The ideal candidate should have a str...

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    Subject/Topic: big query standard and guidelines Word Count: 10,000 words Deadline: 2 weeks Skills and Experience: - Strong research skills in the field of technology - Experience in writing research papers - Proficiency in conducting literature reviews and analyzing data - Knowledge of various research methodologies and citation styles - Attention to detail and ability to meet deadlines Project Description: I am looking for a skilled researcher with expertise in the field of technology to help me write a articles paper. The paper should have a word count of 10,000 words and should be completed within 2 weeks. Articles should not be copied from anywhere and it has to be written on own words with good examples and should have good conclusions etc The ideal candidate should have a str...

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    Hello, Wanting to discuss pulling data from Leaflink to BigQuery automatically.

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    ...well-known analytical databases - specifically Cassandra, BigQuery, Snowflake, and Redshift. Key Responsibilities: - Research, understand, and articulate the distinct approaches of and the other specified databases - Translate complex concepts into clear, concise, and reader-friendly articles Ideal Candidate Should Have: - You need to have very deep expertise in databases and distributed systems. - Ideally, a Ph.D. or some deep research writing experience. Any conference publications in top conferences are a plus. - An understanding of database architectures - Prior experience writing technical articles for a technical audience - The ability to explain complex topics in an easy-to-understand manner - Knowledge about Cassandra, BigQuery, Snowflake, and Redshift will be ...

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    This is a JOB SUPPORT ROLE Exp - 7+ years of exp in GCP GCP bigquery, looker, pubsub, composer, kubernetes, dataflow Data build tool(dbt) Python, advanced sql 5 days in a week Remote support role You will have to help developer for completing the task Timings - 9 to 11 am IST (or evening IST) Payment - You will be paid for those hours while you will be working, You will be informed in advance if there is no work and for those hours you will not be paid. Budget = 500 INR /hr I'm on the lookout for an Expert level GCP Data Engineer with at least 7+ years in the field. While the specific skills weren't marked, we'll need someone with a good blend of: - Data modeling and schema design, - ETL/ELT pipelines, and - Data warehousing. Our project has some specific requirem...

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    This is a JOB SUPPORT ROLE Exp - 7+ years of exp in GCP GCP bigquery, looker, pubsub, composer, kubernetes, dataflow Data build tool(dbt) Python, advanced sql 5 days in a week Remote support role You will have to help developer for completing the task Timings - 8:30 to 10:30 am IST (or evening IST) Payment - You will be paid for those hours while you will be working, You will be informed in advance if there is no work and for those hours you will not be paid. Budget = 500 INR /hr I'm on the lookout for an Expert level GCP Data Engineer with at least 7+ years in the field. While the specific skills weren't marked, we'll need someone with a good blend of: - Data modeling and schema design, - ETL/ELT pipelines, and - Data warehousing. Our project has some specific r...

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    I'm seeking a proficient MuleSoft developer who's experienced with Google BigQuery to perform integration tasks. While the specific systems to be integrated with BigQuery are yet to be finalized, the primary task involves linking BigQuery with various other systems. For an effective collaboration, you should have experience in: - Integrating Google BigQuery with diverse systems - Working with different platforms and systems - Navigating undefined project scopes with professionalism and efficiency With the exact scope of the integration to be determined, your flexibly, adaptableness, and capacity to work in dynamic project circumstances are crucial. The ideal person will have a hands-on approach, excellent problem-solving skills, and the ca...

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    I'm in need of a adept freelancer who possesses skills in Looker Data Studio, GA4, and GTM. Your main task would be focused on data modeling, report on data from a wide variety of sources. Connect to data sets such as: Databases, including BigQuery, MySQL, and PostgreSQL. Google Marketing Platform products, including Google Ads, Analytics, Display & Video 360, Search Ads using Looker Data Studio. Ideal Skills and Experience: - Proven experience with Looker Data Studio, GA4, and GTM - Strong skills in data modeling - Web design, graphic design, and content writing abilities would be a bonus Your main responsibilities would include: - Utilising Looker Data Studio for effective data modeling - Utilising GA4 and GTM where necessary to enhance project performance If you bel...

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    I need a proficient Google Cloud engineer to assist in the verification of my Google Cloud project application with external Google accounts. Key Responsibilities: - Rigorous understanding and use of Compute Engine, Cloud Storage and BigQuery. - Verification of my Google Cloud project specifically on the OAuth Consent Screen. - Integration of the Google Cloud project with external Google accounts. Ideal candidate must be Google Cloud certified, with extensive experience in application integration and account setup. Proven problem-solving skills would be beneficial.

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    I am looking for a freelancer with extensive experience in Fivetran and Bigquery to help me answer a few questions. Please mention if you have Pinterest experience as that would be helpful. Specifically, I need assistance with data integration using Fivetran and data analysis using Bigquery. This is for general questions and not for a specific project. I need assistance in better understanding expected data amounts, how to limit amounts of data, and costs. Ideal skills and experience for this job include: - Extensive experience with Fivetran and Bigquery - Advanced knowledge of data integration and data analysis - Strong problem-solving skills - Excellent communication and collaboration abilities Freelancers in Portugal preferred

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    I am looking for a skilled SQL developer who can create a query in Google BigQuery to manipulate data from JSON format. The desired output of the query is to manipulate the data from JSON. Specifically, the data manipulation required is to transform data types. The ideal candidate for this project should have experience with SQL and Google BigQuery. They should be proficient in extracting specific fields and transforming data types from JSON format.

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    I am looking for a freelancer who can help me build an advanced apps using Google Cloud ecosystem. The apps will involve integrating specific APIs that I have in mind. The ideal candidate should have experience with Google Apps Script, AppSheet, and should be able to query data using BigQuery.

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    I am in need of a skilled freelancer who can assist us with migrating 600 scripts to MySQL. The scripts are written in the software language 4th Dimension. Knowledge of 4th Dimension code is not needed. The scripts need to produce a large number of MySQL tables that feed databases on our BigQuery platform. This project requires extensive knowledge and experience with both MySQL and BigQuery. Key Requirements: - Expertise in MySQL and BigQuery - Experience with data cleaning and migration - Ability to handle a large number of scripts (600) - Swift delivery of translated scripts - Attention to detail to ensure accurate and successful migration Timeline: - The expected timeline for this project is more than 4 weeks, allowing for thorough data cleaning and seamless migr...

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    I am seeking assistance with a research project focused on data warehouse implementation, specifically in the area of cloud-based data warehouses. Skills and experience required for this project include: - Strong knowledge of data warehousing concepts and principles - Experience with cloud-based data warehousing platforms, such as Amazon Redshift or Google BigQuery - Proficiency in data modeling and designing data warehouse schemas - Understanding of ETL (Extract, Transform, Load) processes and tools - Ability to analyze and integrate data from multiple sources - Familiarity with SQL and other programming languages for data manipulation and analysis The deliverable for this project is a comprehensive report that summarizes the research findings and provides recommendations for i...

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    Google Cloud Developers - I am looking for experienced Google Cloud Developers who can provide assistance with specific Google Cloud services such as Compute Engine, App Engine, and BigQuery. - Whether you have an existing project on Google Cloud or are starting a new one, I am open to working with you. - The timeframe for completing the Google Cloud development work is flexible, allowing for efficient collaboration between the client and developer. - Ideal candidates for this project should have a strong understanding of Google Cloud services, including experience with Compute Engine, App Engine, and BigQuery. - Proficiency in programming languages such as Python, Java, or Node.js is required. - The ability to design, develop, and deploy scalable applications on Google Cloud...

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    The project should elaborate and save information on a database and it should have an external graphic interface with user access. Here's a video loom on it: Here are some rel...external graphic interface with user access. Here's a video loom on it: Here are some relevant experiences: - Previous experience with ChatGPT APIs and Assistant APIs (OpenAI) - Good knowledge of frontend development, able to build a full UX alone (preferably Laravel) - Good knowledge of different database systems like Mysql, MongoDB, BigQuery, or Airtable - Previous experience working with API and/or automation (Zapier, Integromat) - Must be experienced with Javascript (for frontend and backend)

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    To develop a chatbot using conversational search terms. The chatbot should be able to perform the following tasks: - Have a login page to authenticate users - Search data in BigQuery database and give output either as single filed, multiple field or calculation - The ideal candidate should have experience in developing chatbots and integrating them with data sources. Familiarity with ChatGPT and BigQuery is highly desirable. Key Requirements: - Experience in developing chatbots - Knowledge of ChatGPT and BigQuery - Ability to connect the chatbot to the BigQuery database - Proficiency in web development and deployment on websites The chatbot does not have any specific design or interface requirements, so no design skills are necessary. However, if you have a...

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    Backend Developer - BigQuery Request Handler We are looking for a skilled backend developer to create a robust and efficient backend system that will handle bigquery requests. To interact with Google Cloud BigQuery from the backend of the portal, you'll need to use the BigQuery API provided by Google Cloud. Skills and Experience: - Proficient in Python programming language - Strong understanding of backend development principles - Experience working with Google Cloud BigQuery - Knowledge of handling bigquery requests and optimizing query performance - Familiarity with backend architecture design and best practices Responsibilities: - Develop a backend system that can handle bigquery requests efficiently - Implement...

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    I am looking for a freelancer to develop a chatbot using ChatGPT that will be deployed on my website. The chatbot should be able to perform the following tasks: - Search data in my BigQuery database - Generate invoices and statements The ideal candidate should have experience in developing chatbots and integrating them with data sources. Familiarity with ChatGPT and BigQuery is highly desirable. Key Requirements: - Experience in developing chatbots - Knowledge of ChatGPT and BigQuery - Ability to connect the chatbot to the BigQuery database - Proficiency in web development and deployment on websites The chatbot does not have any specific design or interface requirements, so no design skills are necessary. However, if you have any suggestions for improving th...

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    ...Google Cloud Platform (GCP). I have some experience with GCP but I need more training to advance my current skill level. Specific Requirements: - Must have extensive knowledge and experience with Google Cloud Platform (GCP) - Ability to effectively train and provide in-depth explanations on GCP concepts and features - Familiarity with various GCP services, such as Compute Engine, App Engine, and BigQuery - Experience in designing and implementing GCP solutions - Strong understanding of cloud architecture and best practices Ideal Skills and Experience: - Proven experience in providing cloud training, particularly on GCP - Certification in Google Cloud Platform or related cloud technologies - Ability to tailor training materials and exercises to meet specific skill level and obje...

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    I am looking for a freelancer who can help me create a sample GCP project and utilize Vertex AI for text data analysis. I have a rough idea of the dataset requirements so will work with you on review...text and numeric data over time (i.e. data points that contain information for an attribute taken at multiple time intervals such as monthly or yearly). Ideal skills and experience for this job include: - Proficiency in GCP and experience in creating GCP projects - Knowledge of Vertex AI and Gen App Builder and its capabilities - Expertise in working with text data and performing analysis using BigQuery - Experience in querying and summarizing text fields over time with Vertex AI The level of complexity expected in the AI model implementation is intermediate. Price will be between $...

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    I am looking for a freelancer to develop a Python app that can efficiently extract BigQuery lineage data . The main purpose of the app is to extract the data linage detail and provide it in a structured format for further analysis. Skills and experience required: - Strong knowledge and experience with Python programming - Intermediate level of experience with BigQuery and Data Catalig - Familiarity with Google Cloud Platform and its services - Proficiency in working with large datasets and handling data extraction - Ability to optimize the app for performance and efficiency The freelancer can choose the most suitable Python library or framework based on their expertise and recommendations. The app should be designed to efficiently extract the lineage data and provide it in...

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    Project Description: We are looking for an experienced database developer to design and implement a transactional database in Google BigQuery. This database will serve as the backbone of our business operations and will also be used to train algorithms for various purposes. The database will initially include tables for products, suppliers, clients, RFQs, offers, and quotes. Project Requirements: 1. Database Design: Design a relational database schema for Google BigQuery to accommodate the following tables: Products, Suppliers, Clients, RFQs, Offers, Quotes, and a junction table for Products and Suppliers. Table Descriptions: Products: A table to store detailed information about products, including attributes such as product name, description, category, and more. Supplie...

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    ...are seeking a skilled Java developer who has specific expertise in the Google Cloud Platform. This project requires proficiency in the following areas: - Google App Engine - Google Cloud Storage - Google BigQuery Ideal Skills and Experience: - Extensive experience working with Java and the Google Cloud Platform - Strong knowledge of Google App Engine, Google Cloud Storage, and Google BigQuery - Ability to develop and deploy applications on the Google Cloud Platform - Familiarity with cloud-based storage and database solutions - Experience with data analysis and querying using Google BigQuery Application Requirements: Successful freelancers should include the following information in their application: - Past work experience, specifically related to Java develo...

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    I have multiple dashboards in Power BI and Looker which require updating of the data sources through various connectors. Some are running through FiveTran / BigQuery, others are getting data from FTP servers.

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    ...Proficient in Python programming language - Experience with GCP and its services, particularly BigQuery,pub sub, cloud function and dag - Familiarity with logging frameworks and services in GCP - Strong understanding of data extraction processes and techniques - Ability to work with large datasets and optimize extraction performance Project Requirements: - Modify the existing Python script to include logging functionality that records important events and errors during the data extraction process. - Implement notifications or alerts in the script to inform relevant parties about the status of the extraction. - Ensure the script runs on a regular schedule based on data availability in a BigQuery table. - Optimize the extraction process to handle large datasets efficiently....

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    I have an MCC and I am using BigQuery to aggregate account data. I need a detailed looker dashboard done using BigQuery data.

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    I am looking for a someone with expertise with Google BigQuery and Data Studio. I need help importing some data into BigQuery and then using Data Studio or similar to help visualize the data. Message me and I can send over sample data to give you a better idea of what Im trying to do. Should be pretty easy for someone with good knowledge with these 2 tools. thanks

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    I am looking for a developer who can help me with a project involving pulling data from BigQuery and displaying it in HTML format. The ideal candidate will have experience with PHP 5.6 and be familiar with working with BigQuery. Requirements: - Experience with PHP 5.6 - Familiarity with BigQuery - Ability to pull data from BigQuery and display it in HTML format Details: - The desired output format for the data pulled from BigQuery is HTML. - You may use any simple table in BigQuery for the data pull. - The data needs to be pulled and displayed on demand, as needed. If you have the skills and experience required for this project, please submit your proposal.

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    Very small project. I am looking for a freelancer who is experienced in Excel VBA and Python to help me interact with BigQuery, Databricks and Snowflake DB. I need guidance on what tasks and queries are possible with these databases. Skills and Experience: - Expert level of familiarity with Python and Excel VBA - Strong knowledge of SQL - Strong knowledge in ML / Predictive Analytics - Experience in creating scripts and macros in Excel VBA and Python to interact with databases - Ability to provide guidance on best practices and efficient methods for data manipulation and analysis

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    I am looking for an experienced Google Cloud Expert to help me with a one-time video project that requires data storage services for a video library. I am on a tight budget and cannot spend more than $500 on this project. All solutions must comply with industry and Google stand...that requires data storage services for a video library. I am on a tight budget and cannot spend more than $500 on this project. All solutions must comply with industry and Google standards and best practices. The right candidate must have strong understanding of video database management, security, and optimization. Experience with Google Cloud Platform (GCP) and its related services, such as BigQuery, is a must. If you are a motivated individual who is willing to take on this project, I would love to hear...

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    I am looking for a web based skin to add to my reports in BigQuery/Connected sheets. This skin would present the views of my data in a more visually-appealing way and also have a login feature. I'm looking for a professional, corporate style, and I'm open to suggestions in terms of color schemes and features. The freelancer should have experience in web design and creating visually-appealing skins on various platforms. The task requires expertise in theme customization, coding, and UX/UI design.

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    Google Cloud Application - Expert Needed Develop a cloud-based application and deploy it in Google App Engine. Develop a Google BigQuery application

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    I am stuck on connecting to google api. So I need help. I am looking for an experienced .Net developer to create a console application that will update or add data to BigQuery. I need the sourcecode in VB.net. The data will be used as a datawarehouse and we will create looker studio reports on top of that. But the problem here is to get data from our sql server to the bigquery db. To get the data from the SQL Server is not a problem. Key Requirements: - Proficiency in .Net programming, specifically VB.net - Strong experience with google api in connection to .net - Familiarity with BigQuery and its integration with .Net applications If you have experience with similar projects and possess the necessary skills, please submit your proposal.

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    I am looking for a freelancer with BigQuery experience on GCP to assist me with my project. The ideal candidate should have the following skills and experience: Tasks: - Query optimization - Data modeling - Data visualization Specifics: - Build a POC on BigQuery to efficiently process data from GCS using Data Fusion Datasets: - I am open to any datasets for this project Timeline: - The expected timeline for this project is short-term, ranging from 1-4 weeks If you have experience in BigQuery and are able to optimize queries, model data, and visualize data, please submit your proposal.

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    Hi! I'm looking for some help for a smaller project. I have starting to built a application that lets users send data to bigquery from their different marketing platforms via api's. And need someone to finish it, Interested? Ping and I will let you know some more details. Something similar as -

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    I want to configure Google Cloud to auto-send specific query data from Google Big query to Firebase Firestore. I am looking for a freelancer who can help me do the setup. If you have done this before you will be able to do this in 10 minutes. Please ping me with "I've done this before" if you can help.

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    ...real-time reasoning over graphs and feature aggregations for ml predictions. ● Identify and evaluate emerging technologies that could enhance our machine learning capabilities. ● Work with and support junior engineers, MLEs, and data scientists/analysts. Requirements: ● Strong experience with algorithms, feature engineering, and graph data science. ● Experience with GCP, including Vertex AI, BigQuery, and Cloud Storage. ● Excellent programming skills in Python, SQL, and experience with Apache Spark. ● Excels with feature engineering and correlational analysis, ● Experience with NoSQL databases, specifically MongoDB. ● Understanding of graph databases and graph schemas. ● Strong analytical skills and experience working with large datasets. ● Strong communication skills and the a...

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    I am looking for a GCP-certified Data engineer for a full-time Position. Requirements: - Familiarity with Google Cloud products and technologies, specifically BigQuery - 2+ Years of experience Skills: - GCP certification Required - Strong knowledge of BigQuery - Experience in setting up data infrastructure - Strong SQL, Dataflow - Google Pub/Sub - Looker studio

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    I am looking for a GCP-certified Data engineer for a full-time Position. Requirements: - Familiarity with Google Cloud products and technologies, specifically BigQuery - 2+ Years of experience Skills: - GCP certification Required - Strong knowledge of BigQuery - Experience in setting up data infrastructure - Strong SQL, Dataflow - Google Pub/Sub - Looker studio

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    ...Mapping and BigQuery SQL Queries I am looking for a freelancer who can help me with batch integration for my enterprise data integration project. The ideal candidate should have experience in data extraction, transformation, and loading (ETL) projects and BigQuery SQL queries. Context: We are integrating enterprise data into our BigQuery data warehouse with a third-party data ETL tool. We are also performing data analytics using SQL queries on the extracted data and linking it to a Power BI dashboard. Task and Deliverables: - Match data schema (PDF forms vs API data structure) on the third-party data ETL tool - Perform minor data transformation with the data ETL tool - Load data to BigQuery tables - Write SQL queries to extract insights from the raw data...

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