Raw Query vs. python-sql Comparison Chart

Build, deploy, and scale machine learning (ML) models faster, with fully managed ML tools for any use case. Through Vertex AI Workbench, Vertex AI is natively integrated with BigQuery, Dataproc, and Spark. You can use BigQuery ML to create and execute machine learning models in BigQuery using standard SQL queries on existing business intelligence tools and spreadsheets, or you can export datasets from BigQuery directly into Vertex AI Workbench and run your models from there. Use Vertex Data Labeling to generate highly accurate labels for your data collection. Vertex AI Agent Builder enables developers to create and deploy enterprise-grade generative AI applications. It offers both no-code and code-first approaches, allowing users to build AI agents using natural language instructions or by leveraging frameworks like LangChain and LlamaIndex.

BigQuery is a serverless, multicloud data warehouse that simplifies the process of working with all types of data so you can focus on getting valuable business insights quickly. At the core of Google’s data cloud, BigQuery allows you to simplify data integration, cost effectively and securely scale analytics, share rich data experiences with built-in business intelligence, and train and deploy ML models with a simple SQL interface, helping to make your organization’s operations more data-driven. Gemini in BigQuery offers AI-driven tools for assistance and collaboration, such as code suggestions, visual data preparation, and smart recommendations designed to boost efficiency and reduce costs. BigQuery delivers an integrated platform featuring SQL, a notebook, and a natural language-based canvas interface, catering to data professionals with varying coding expertise. This unified workspace streamlines the entire analytics process.

DbVisualizer is one of the world's most popular database editors. With almost 7 million downloads and Pro users in 150 countries worldwide, it won't disappoint you. Free and Pro versions are available. Developers, analysts, and DBAs use it to elevate their SQL experience with modern tools to visualize and manage their databases, schemas, objects, and table data, auto-generate, write, and optimize queries, and so much more. It connects to all popular databases, such as MySQL, PostgreSQL, SQL Server, Oracle, Cassandra, Snowflake, SQLite, BigQuery, and 30+ others, and runs on all popular OSes (Windows, macOS, and Linux). A powerful SQL editor with intelligent autocomplete, visual query builders, variables, and more. You can fully control window layouts, key bindings, UI theme, mark scripts, and database objects as favorites for quick access or even work outside of DbVisualizer. DbVisualizer is also built to meet rigorous security standards, all configurable within the product.

Built for GovCon. Powered by AI. Managing government contracts shouldn’t be a never-ending spreadsheet chore. R3 Contract Management is built from the ground up for GovCon — and now, it goes beyond tracking and compliance. With embedded AI and intelligent workflows, R3 starts doing the contract work for you. Whether it’s ingesting a new award, adding clauses with flowdowns, adding CLINS and SLINS with funding details, or creating new subcontracts, R3 AI delivers more than visibility — it executes and does the actual work. That means: Faster results, less work and fewer errors — AI populates your system in minutes Smarter workflows and alerts — tasks route automatically across Contracts, PM, Finance, BD and everyone else Risk reduction — you’re always up-to-date on clauses, funding, thresholds, and deliverables More time for high-value work — your team does less manual entry, more strategic execution.

We engage with your emails to teach inbox providers not to send your emails to spam. Our clients have seen their open rates more than DOUBLE within 1-2 weeks! Highly engaged recipients not only open emails, but scroll down as they read. So long as the content is longer than the page, this should be done for nearly all opened emails. When a recipient goes out of their way to take an email out of spam, they are telling the inbox provider, hey, you made a mistake. Moving an email from the promotions folder to the primary inbox tells inbox providers that you disagree with their sorting criteria and it and similar emails should go to the primary inbox. Demonstrates that recipient is interested in the content of your email. We have a set of random generic replies we use for this. Marking an email as important can essentially be interpreted by the inbox provider as "This email is extremely valuable, never send it to spam."

Crowdin, a localization management software powered by AI, facilitates the localization of diverse content such as websites, mobile apps, games, desktop and web applications, help centers, blogs, and email campaigns. With a repertoire of over 600 add-ons and integrations, the platform streamlines the localization process and supports over 100 file formats. Crowdin uses cutting-edge technology to simplify translation and localization tasks, providing easy-to-use solutions for seamless implementation. Crowdin supports more than 100 file formats, including but not limited to files for mobile, software, documents, subtitles, and graphic assets: .xml, .strings, .json, .html, .xliff, .csv, .php, .resx, .yaml, .xml, .strings and on. Continuous localization for all your content: ✓ Software ✓ Mobile Apps ✓ Websites ✓ Marketing content ✓ Help center ✓ Games Try Crowdin for free today Join thousands of people already making their products multilingual 🚀

ChatD&B by Dun & Bradstreet is an AI-powered conversational platform that helps you quickly access, analyze, and act on company data through a simple chat interface. Users can obtain firmographics, financial details, risk indicators, and other insights by typing natural language queries, saving time and improving decision-making accuracy. The platform leverages Dun & Bradstreet’s Data Cloud to provide real-time, up-to-date company information. It also tracks data sources and allows users to reference previous queries for compliance and verification. ChatD&B supports customer service by answering questions about Dun & Bradstreet’s products and services. Overall, it streamlines business research and boosts productivity through an intuitive, conversational experience.

Seobility checks your complete website, by crawling all linked pages. All found pages with errors, problems with the on-page optimization or problems regarding the page content like duplicate content are collected and displayed in each check section. Of course, you can also analyze all problems of a single page in our page browser. For a sustainable and continuous review of your website, each project is constantly crawled and analyzed by our crawlers to track the progress of your optimization. You will also be notified by our monitoring service with the status of your website via e-mail, if server errors and major problems occur. Seobility not only provides a detailed SEO audit but also gives tips and instructions on how to fix the problems found on your website. By fixing these issues, you make sure that Google can access all of your relevant content and understand what it’s about in order to match it with suitable search queries.

Optimize and automate all your deliveries with Dispatch Science. Dispatch Science manages, optimizes and automates all the steps a delivery business needs to get the job done. It supports order-booking, CRM via a self-serve customer web portal, pricing, route optimization, manual and automated dispatching, real-time tracking with predictive ETA notifications, returns management, proof of deliveries, barcode scanning, billing, and driver management with a complete iOS/Android mobile driver app. Our API extends automations to 3rd party applications like accounting, eCommerce, other 3rd party logistics platforms, and more. Our solution is used in all industries where deliveries are needed, such as: -Courier and parcel delivery services -eCommerce last mile deliveries -Manufacturing distribution -3PL's -Restaurant, food, and beverage distribution -Hospital, medical, and pharmaceutical deliveries -Retail last mile distribution

Your data, your insights—no third-party ownership or black-box analytics. Kubit is the leading Customer Journey Analytics platform for enterprises, enabling self-service insights, rapid decisions, and full transparency—without engineering dependencies or vendor lock-in. Unlike traditional tools, Kubit eliminates data silos, letting teams analyze customer behavior directly from Snowflake, BigQuery, or Databricks—no ETL or forced extraction needed. With built-in funnel, path, retention, and cohort analysis, Kubit empowers product teams with fast, exploratory analytics to detect anomalies, surface trends, and drive engagement—without compromise. Enterprises like Paramount, TelevisaUnivision, and Miro trust Kubit for its agility, reliability, and customer-first approach. Learn more at kubit.ai.