Sandbox Archives - gettectonic.com
Shift From AI Agents to AI Agent Tool Use
20Mar

Building Scalable AI Agents

Building Scalable AI Agents: Infrastructure, Planning, and Security The key building blocks of AI agents—planning, tool integration, and memory—demand sophisticated infrastructure to function effectively in production environments. As the technology advances, several critical components have emerged as essential for successful deployments. Development Frameworks & Architecture The ecosystem for AI agent development has matured, with several key frameworks leading the way: While these frameworks offer unique features, successful agents typically share three core architectural components: Despite these strong foundations, production deployments often require customization to address high-scale workloads, security requirements, and system integrations. Planning & Execution Handling complex tasks requires advanced planning and execution flows, typically structured around: An agent’s effectiveness hinges on its ability to: ✅ Generate structured plans by intelligently combining tools and knowledge (e.g., correctly sequencing API calls for a customer refund request).✅ Validate each task step to prevent errors from compounding.✅ Optimize computational costs in long-running operations.✅ Recover from failures through dynamic replanning.✅ Apply multiple validation strategies, from structural verification to runtime testing.✅ Collaborate with other agents when consensus-based decisions improve accuracy. While multi-agent consensus models improve accuracy, they are computationally expensive. Even OpenAI finds that running parallel model instances for consensus-based responses remains cost-prohibitive, with ChatGPT Pro priced at $200/month. Running majority-vote systems for complex tasks can triple or quintuple costs, making single-agent architectures with robust planning and validation more viable for production use. Memory & Retrieval AI agents require advanced memory management to maintain context and learn from experience. Memory systems typically include: 1. Context Window 2. Working Memory (State Maintained During a Task) Key context management techniques: 3. Long-Term Memory & Knowledge Management AI agents rely on structured storage systems for persistent knowledge: Advanced Memory Capabilities Standardization efforts like Anthropic’s Model Context Protocol (MCP) are emerging to streamline memory integration, but challenges remain in balancing computational efficiency, consistency, and real-time retrieval. Security & Execution As AI agents gain autonomy, security and auditability become critical. Production deployments require multiple layers of protection: 1. Tool Access Control 2. Execution Validation 3. Secure Execution Environments 4. API Governance & Access Control 5. Monitoring & Observability 6. Audit Trails These security measures must balance flexibility, reliability, and operational control to ensure trustworthy AI-driven automation. Conclusion Building production-ready AI agents requires a carefully designed infrastructure that balances:✅ Advanced memory systems for context retention.✅ Sophisticated planning capabilities to break down tasks.✅ Secure execution environments with strong access controls. While AI agents offer immense potential, their adoption remains experimental across industries. Organizations must strategically evaluate where AI agents justify their complexity, ensuring that they provide clear, measurable benefits over traditional AI models. Like Related Posts Salesforce OEM AppExchange Expanding its reach beyond CRM, Salesforce.com has launched a new service called AppExchange OEM Edition, aimed at non-CRM service providers. Read more Salesforce Jigsaw Salesforce.com, a prominent figure in cloud computing, has finalized a deal to acquire Jigsaw, a wiki-style business contact database, for Read more Service Cloud with AI-Driven Intelligence Salesforce Enhances Service Cloud with AI-Driven Intelligence Engine Data science and analytics are rapidly becoming standard features in enterprise applications, Read more Health Cloud Brings Healthcare Transformation Following swiftly after last week’s successful launch of Financial Services Cloud, Salesforce has announced the second installment in its series Read more

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March 20, 2025in Data, Technology0 Comments
Salesforce Flow Approval Orchestration
09Mar

Salesforce Flow Approval Orchestration

Salesforce Flow Approval Orchestration: A Winner for Approval Processes Approval Processes have long been a key feature in Salesforce, enabling professionals to implement structured, multi-step approvals for records. With the shift towards Salesforce Flow as the primary declarative automation tool, it was only a matter of time before approval functionality became natively integrated. Enter Flow Approval Orchestration—a new way to build and manage approvals entirely within Flow Builder at no additional cost. Introducing Flow Approval Orchestration Spring ’25 introduces Approval Orchestration Flow Types, expanding Flow’s capabilities beyond merely invoking an existing Approval Process. These new flows offer a robust solution for both simple and complex approval workflows, accommodating both internal and external users and systems. Approval Orchestration flows come in two types: Stages and Steps: The Core of Approval Orchestration Approval Orchestration relies on Stages and Steps to structure approvals. Stages contain multiple Steps that can execute sequentially or in parallel based on specified criteria. Within each Stage, two types of Steps are available: By default, a Stage is completed once all its Steps are finished, but this can be customized with additional conditions or an Evaluation Flow for more complex logic. Building an Approval Process in Flow Builder Approval Orchestration offers flexibility for various business scenarios. Let’s consider an example where an Opportunity requires approval upon creation, but only if the related Account is classified as a Customer Account. Steps to Implement: For opportunities over 500K, a secondary approver is required. The Decision Element in Flow allows navigation between different Stages, ensuring complex approval hierarchies are handled efficiently. Enhancing User Experience & Management To streamline approval management: Key Considerations Before transitioning to Flow Approval Orchestration, keep these in mind: Final Thoughts Bringing all approval-related automation into Flow Builder is a significant leap forward for Salesforce admins. Flow Approval Orchestration not only simplifies complex approval logic but also enhances visibility and control over approvals. Try it in a sandbox environment to explore its potential and tailor it to your specific business needs. Like Related Posts Salesforce OEM AppExchange Expanding its reach beyond CRM, Salesforce.com has launched a new service called AppExchange OEM Edition, aimed at non-CRM service providers. Read more The Salesforce Story In Marc Benioff’s own words How did salesforce.com grow from a start up in a rented apartment into the world’s Read more Salesforce Jigsaw Salesforce.com, a prominent figure in cloud computing, has finalized a deal to acquire Jigsaw, a wiki-style business contact database, for Read more Service Cloud with AI-Driven Intelligence Salesforce Enhances Service Cloud with AI-Driven Intelligence Engine Data science and analytics are rapidly becoming standard features in enterprise applications, Read more

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March 9, 2025in Salesforce, Salesforce Flow0 Comments
spring 25
06Mar

Spring 25 Revealed

Spring ’25 Salesforce Release: What’s New and How to Prepare As winter lingers, the Salesforce Ohana is already embracing the promise of spring—a season of renewal, growth, and transformation. The Salesforce Spring ’25 Release brings fresh innovations designed to enhance productivity, streamline integrations, and optimize your CRM experience. With powerful AI enhancements, security updates, and UI improvements, this release is set to elevate the way you work. Let’s explore the key updates and how you can prepare to make the most of these enhancements. 1. Changes to Einstein Activity Capture Permissions What’s New?Salesforce is refining access to Einstein Activity Capture (EAC), ensuring more controlled and secure usage. Sales Engagement Basic Users will no longer have default access to EAC and must be assigned the Standard Einstein Activity Capture permission set to continue using the feature. Why It Matters:This update enhances security by limiting access to users with the appropriate permissions, improving governance over activity data. How to Prepare: 2. Transition to ICU Locale Formats What’s New?Salesforce is shifting from Oracle’s JDK Locale formats to ICU Locale Formats for handling date, currency, and numeric data. Why It Matters:ICU formats provide better internationalization and localization, improving accuracy and consistency across different regions. How to Prepare: 3. Introduction of LWC Stacked Modals What’s New?Lightning Web Components (LWC) now support stacked modals, allowing multiple modal windows to remain open simultaneously. Why It Matters:This improves the user experience by enabling seamless navigation between modal windows without losing context. How to Prepare: 4. Secure Redirection for Flows What’s New?Salesforce now requires that retURL parameters used in Flow redirections be explicitly added to the trusted URLs list. Why It Matters:This security enhancement mitigates risks associated with unauthorized redirections, protecting user data. How to Prepare: 5. Rollbacks for Apex Action Exceptions in REST API What’s New?Salesforce now enforces automatic rollbacks for exceptions occurring during Apex actions invoked via REST API. Why It Matters:This update ensures data integrity by preventing incomplete or failed operations from saving partial updates. How to Prepare: Final Thoughts The Spring ’25 release brings vital enhancements to permissions, security, UI, and API reliability. By proactively testing and preparing, you can ensure a seamless transition while unlocking the full potential of these updates. Stay ahead of the curve and leverage these improvements to create a more efficient, secure, and innovative Salesforce environment. Like Related Posts Salesforce OEM AppExchange Expanding its reach beyond CRM, Salesforce.com has launched a new service called AppExchange OEM Edition, aimed at non-CRM service providers. Read more The Salesforce Story In Marc Benioff’s own words How did salesforce.com grow from a start up in a rented apartment into the world’s Read more Salesforce Jigsaw Salesforce.com, a prominent figure in cloud computing, has finalized a deal to acquire Jigsaw, a wiki-style business contact database, for Read more Service Cloud with AI-Driven Intelligence Salesforce Enhances Service Cloud with AI-Driven Intelligence Engine Data science and analytics are rapidly becoming standard features in enterprise applications, Read more

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March 6, 2025in Data0 Comments
Granular Locking in Salesforce
26Feb

Granular Locking in Salesforce

Granular Locking in Salesforce: Enhancing Performance & Reducing Contention Granular locking in Salesforce is a powerful feature designed to minimize record lock contention, particularly in high-data-volume environments or those with complex automation processes. By refining traditional locking constraints, this mechanism allows Salesforce to manage simultaneous updates more efficiently, improving system performance and reducing errors. What is Granular Locking? Granular locking is an advanced record-locking mechanism that applies locks at a more detailed level, preventing unnecessary locking of parent or related records. This is especially useful in scenarios where multiple records are updated concurrently, reducing row lock contention in parent-child relationships. Key Features: ✅ Fine-Grained Locks – Prevents excessive locking of parent or related records.✅ Enhanced Concurrency – Allows multiple simultaneous updates to child records without conflicts.✅ Improved Performance – Minimizes errors like “Unable to lock row” by reducing contention. Why is Granular Locking Important? 1️⃣ Concurrent Record Updates 2️⃣ Optimized Automation 3️⃣ Scaling High-Volume Transactions How Granular Locking Works Granular locking ensures that:🔹 Parent records remain unlocked when child records are updated.🔹 Locks apply only to the specific records being modified instead of affecting entire datasets. Example: 🚫 Without Granular Locking: Updating an Opportunity record locks the parent Account and all related child records.✅ With Granular Locking: Only the specific Opportunity record is locked, allowing the Account and other child records to remain accessible. When Does Granular Locking Apply? 🔹 Master-Detail Relationships – Prevents parent records from being unnecessarily locked during child record updates.🔹 Campaign Hierarchies – Ensures that updates to child campaigns don’t lock parent campaigns.🔹 Sharing Recalculations – Reduces locking issues when Salesforce recalculates sharing rules for parent-child data relationships. Benefits of Granular Locking 🚀 Reduced Lock Contention – Minimizes conflicts in multi-user environments.📉 Fewer Errors – Decreases “Unable to obtain exclusive access to this record” errors.⚡ Faster Automation – Improves workflow and trigger execution speed.📊 Better Scalability – Enhances performance in high-transaction environments. Best Practices for Using Granular Locking ✅ Optimize Relationship Design: Avoid complex parent-child structures that could lead to unnecessary locking.✅ Minimize Simultaneous Updates: Reduce concurrent updates on the same parent record.✅ Use Asynchronous Processing: Implement Batch Apex or Queueable Apex for large data operations.✅ Test in High-Volume Scenarios: Simulate real-world data loads in a sandbox environment.✅ Monitor Locking Issues: Use debug logs and Event Monitoring to track and resolve locking conflicts. Common Issues & Solutions ❌ Error: “Unable to Lock Row”🔹 Cause: Simultaneous updates to related records.🔹 Solution: Redesign workflows or use asynchronous processing to reduce contention. ❌ Slow Performance in Campaign Updates🔹 Cause: Hierarchical campaign relationships triggering excessive locks.🔹 Solution: Ensure campaigns are structured to take advantage of granular locking. ❌ Automation Conflicts🔹 Cause: Multiple automation tools acting on the same records.🔹 Solution: Consolidate triggers and workflows to minimize overlaps. How to Enable Granular Locking for Campaign Hierarchies Although granular locking is enabled by default for most Salesforce operations, certain features (like hierarchical campaign locking) require manual activation. 🔹 Steps to Enable Granular Locking in Campaign Hierarchies:1️⃣ Navigate to Setup.2️⃣ Go to Campaign Settings.3️⃣ Check the box for Enable Improved Campaign Management (Granular Locking).4️⃣ Save your changes. Conclusion Granular locking is a vital feature in Salesforce that optimizes record management by reducing contention, minimizing errors, and improving system performance in high-transaction environments. By implementing best practices and leveraging fine-grained locks, organizations can scale efficiently while ensuring smooth automation and record updates. For teams handling complex data relationships, granular locking provides the flexibility, scalability, and reliability needed to maintain a high-performing Salesforce environment. Like Related Posts Salesforce OEM AppExchange Expanding its reach beyond CRM, Salesforce.com has launched a new service called AppExchange OEM Edition, aimed at non-CRM service providers. Read more The Salesforce Story In Marc Benioff’s own words How did salesforce.com grow from a start up in a rented apartment into the world’s Read more Salesforce Jigsaw Salesforce.com, a prominent figure in cloud computing, has finalized a deal to acquire Jigsaw, a wiki-style business contact database, for Read more Service Cloud with AI-Driven Intelligence Salesforce Enhances Service Cloud with AI-Driven Intelligence Engine Data science and analytics are rapidly becoming standard features in enterprise applications, Read more

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February 26, 2025in Data, Salesforce0 Comments

Data Cloud Billable Usage

Data Cloud Billable Usage Overview Usage of certain Data Cloud features impacts credit consumption. To track usage, access your Digital Wallet within your Salesforce org. For specific billing details, refer to your contract or contact your Account Executive. Important Notes ⚠️ Customer Data Platform (CDP) Licensing – If your Data Cloud org operates under a CDP license, refer to Customer Data Platform Billable Usage Calculations instead.⚠️ Sandbox Usage – Data Cloud sandbox consumption affects credits, with usage tracked separately on Data Cloud sandbox cards. Understanding Usage Calculations Credit consumption is based on the number of units used multiplied by the multiplier on the rate card for that usage type. Consumption is categorized as follows: 1. Data Service Usage Service usage is measured by records processed, queried, or analyzed. Billing Category Description Batch Data Pipeline Based on the volume of batch data processed via Data Cloud data streams. Batch Data Transforms Measured by the higher of rows read vs. rows written. Incremental transforms only count changed rows after the first run. Batch Profile Unification Based on source profiles processed by an identity resolution ruleset. After the first run, only new/modified profiles are counted. Batch Calculated Insights Based on the number of records in underlying objects used to generate Calculated Insights. Data Queries Based on records processed, which depends on query structure and total records in the queried objects. Unstructured Data Processed Measured by the amount of unstructured data (PDFs, audio/video files) processed. Streaming Data Pipeline Based on records ingested through real-time data streams (web, mobile, streaming ingestion API). Streaming Data Transforms Measured by the number of records processed in real-time transformations. Streaming Calculated Insights Usage is based on the number of records processed in streaming insights calculations. Streaming Actions (including lookups) Measured by the number of records processed in data lookups and enrichments. Inferences Based on predictive AI model usage, including one prediction, prescriptions, and top predictors. Applies to internal (Einstein AI) and external (BYOM) models. Data Share Rows Shared (Data Out) Based on the new/changed records processed for data sharing. Data Federation or Sharing Rows Accessed Based on records returned from external data sources. Only cross-region/cross-cloud queries consume credits. Sub-second Real-Time Events & API Based on profile events, engagement events, and API calls in real-time processing. Private Connect Data Processed Measured by GB of data transferred via private network routes. 🔹 Retired Billing Categories: Accelerated Data Queries and Real-Time Profile API (no longer billed after August 16, 2024). 2. Data Storage Allocation Storage usage applies to Data Cloud, Data Cloud for Marketing, and Data Cloud for Tableau. Billing Category Description Storage Beyond Allocation Measured by data storage exceeding your allocated limit. 3. Data Spaces Billing Category Description Data Spaces Usage is based on the number of data spaces beyond the default allocation. 4. Segmentation & Activation Usage applies to Data Cloud for Marketing customers and is based on records processed, queried, or activated. Billing Category Description Segmentation Based on the number of records processed for segmentation. Batch Activations Measured by records processed for batch activations. Activate DMO – Streaming Based on new/updated records in the Data Model Object (DMO) during an activation. If a data graph is used, the count is doubled. 5. Ad Audiences Service Usage Usage is calculated based on the number of ad audience targets created. Billing Category Description Ad Audiences Measured by the number of ad audience targets generated. 6. Data Cloud Real-Time Profile Real-time service usage is based on the number of records associated with real-time data graphs. Billing Category Description Sub-second Real-Time Profiles & Entities Based on the unique real-time data graph records appearing in the cache during the billing month. Each unique record is counted only once, even if it appears multiple times. 📌 Example: If a real-time data graph contains 10M cached records on day one, and 1M new records are added daily for 30 days, the total count would be 40M records. 7. Customer Data Platform (CDP) Billing Previously named Customer Data Platform orgs are billed based on contracted entitlements. Understanding these calculations can help optimize data management and cost efficiency. Track & Manage Your Usage 🔹 Digital Wallet – Monitor Data Cloud consumption across all categories.🔹 Feature & Usage Documentation – Review guidelines before activating features to optimize cost.🔹 Account Executive Consultation – Contact your AE to understand credit consumption and scalability options. Like Related Posts Salesforce OEM AppExchange Expanding its reach beyond CRM, Salesforce.com has launched a new service called AppExchange OEM Edition, aimed at non-CRM service providers. Read more The Salesforce Story In Marc Benioff’s own words How did salesforce.com grow from a start up in a rented apartment into the world’s Read more Salesforce Jigsaw Salesforce.com, a prominent figure in cloud computing, has finalized a deal to acquire Jigsaw, a wiki-style business contact database, for Read more Service Cloud with AI-Driven Intelligence Salesforce Enhances Service Cloud with AI-Driven Intelligence Engine Data science and analytics are rapidly becoming standard features in enterprise applications, Read more

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February 26, 2025in Data, Salesforce, Salesforce Data Cloud0 Comments
Storing and Querying Log Data with Event Log Objects
25Feb

Storing and Querying Log Data with Event Log Objects

The Event Log Object framework provides a structured way to access event data stored in Salesforce. Unlike Event Log Files, which present event data as downloadable CSV files, Event Log Objects allow users to query event logs directly using SOQL. This approach offers a more integrated and dynamic way to analyze security, performance, and user activity data within Salesforce. Key Features of Event Log Objects Availability and Requirements Enabling Event Log Objects To enable Event Log Objects, follow these steps in Setup: Querying Event Log Data Event Log Objects provide valuable insights through SOQL queries, allowing organizations to track activity across security, application performance, and user engagement. Sample Queries by Use Case Security Analysis Identify users exporting the most rows via reports: sqlCopyEditSELECT UserIdentifier, SUM(RowCount) FROM ReportEventLog WHERE Origin=’ReportExported’ AND DAY_ONLY(Timestamp) > LAST_N_DAYS:10 GROUP BY UserIdentifier ORDER BY SUM(RowCount) DESC Application Performance Monitoring (APM) Track unexpected Apex exceptions by category: sqlCopyEditSELECT ExceptionCategory, COUNT(Timestamp) FROM ApexUnexpectedExcpEventLog WHERE DAY_ONLY(Timestamp) > LAST_N_DAYS:10 GROUP BY ExceptionCategory ORDER BY COUNT(Timestamp) DESC Product Intelligence Determine the most loaded Lightning pages: sqlCopyEditSELECT COUNT(Timestamp), PageUrl FROM LightningPageViewEventLog WHERE DAY_ONLY(Timestamp) > LAST_N_DAYS:10 GROUP BY PageUrl ORDER BY COUNT(Timestamp) DESC Key Considerations Available Event Log Objects Salesforce provides a wide range of Event Log Objects, each designed to capture specific types of system events: Visualizing Log Data with CRM Analytics Organizations can transform raw log data into actionable insights using Salesforce Direct in CRM Analytics. This enables users to: Best Practices for Event Log Objects To maximize the value of Event Log Objects, follow these best practices: By effectively leveraging Event Log Objects, organizations can enhance security monitoring, troubleshoot performance issues, and gain deeper insights into Salesforce activity. For more details on Event Log Objects and their use cases, refer to the Salesforce Object Reference Guide. Like Related Posts Salesforce OEM AppExchange Expanding its reach beyond CRM, Salesforce.com has launched a new service called AppExchange OEM Edition, aimed at non-CRM service providers. Read more The Salesforce Story In Marc Benioff’s own words How did salesforce.com grow from a start up in a rented apartment into the world’s Read more Salesforce Jigsaw Salesforce.com, a prominent figure in cloud computing, has finalized a deal to acquire Jigsaw, a wiki-style business contact database, for Read more Service Cloud with AI-Driven Intelligence Salesforce Enhances Service Cloud with AI-Driven Intelligence Engine Data science and analytics are rapidly becoming standard features in enterprise applications, Read more

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February 25, 2025in Data, Enterprise, Hyperforce, Salesforce, Salesforce Shield0 Comments
Salesforce Spring ’25 Release
09Jan

Salesforce Spring ’25 Release

Salesforce Spring ’25 Release: Key Features and Enhancements Salesforce delivers triannual updates—Spring, Summer, and Winter—to introduce new features, enhancements, and fixes to the platform. These updates are applied automatically to Salesforce environments, ensuring all users benefit from the latest innovations without needing manual upgrades. The Spring ’25 functionality is now available in Preview Developer Orgs, allowing users to explore and test upcoming features before the general release. Preview Developer Orgs: Exploring the Future Preview Developer Orgs provide sandbox environments or developer editions equipped with new release functionality during the preview window. These allow admins and developers to: With access to a Preview Org, you can explore the following cutting-edge features: 1. Reactive Screen Actions Enhanced Screen Flow Reactivity: This feature enables screen flow components to update dynamically in real-time based on changes in other components. Users no longer need to navigate away or manually refresh to see updates, ensuring smoother, more interactive experiences. New in Spring ’25:You can now create an autolaunched flow to fetch data reactively from the database and display it immediately on the screen, eliminating the need for an action button. Use Case:When creating an Opportunity, the ZIP code of the associated Account determines the follow-up owner based on a reference table stored in a custom object. With reactive screen actions, selecting an Opportunity row dynamically displays the Account, Owner, and Assigned Person without additional clicks. 2. Progress Indicator for Flow Stages Salesforce introduces a built-in Progress Indicator for screen flows, providing users with a visual tracker of their progress through multi-step flows. Key Features: Limitations:The progress indicator does not yet support user-driven navigation through stages. 3. Immediate Input Validation in Screen Flows Validation functionality in flows has been upgraded to support real-time error detection. What’s New: 4. Email Action Attachment Support Email Action Enhancements: Spring ’25 introduces the ability to attach files to emails directly within flows. How It Works: Note: Files do not need to be made public for attachments, as long as the flow user has access to the files. 5. Get Records with a Specified Limit The LIMIT operator, commonly used in SOQL, is now available in flows. Benefits: 6. New Flow Modal Enhancements Salesforce has redesigned the Flow Type Picker modal, making it easier for users to select the right automation type. What’s New: 7. UI and Accessibility Improvements Conclusion The Salesforce Spring ’25 release is packed with features designed to enhance efficiency, usability, and innovation. From reactive screen flows and real-time validation to email action attachments and improved UI elements, this release sets a new standard for how users interact with the Salesforce platform. Stay ahead by leveraging Preview Developer Orgs to test these enhancements and ensure a smooth transition to the production environment. As Salesforce continues to innovate, these updates are just the beginning of a more seamless, intelligent platform experience. Like Related Posts Salesforce OEM AppExchange Expanding its reach beyond CRM, Salesforce.com has launched a new service called AppExchange OEM Edition, aimed at non-CRM service providers. Read more The Salesforce Story In Marc Benioff’s own words How did salesforce.com grow from a start up in a rented apartment into the world’s Read more Salesforce Jigsaw Salesforce.com, a prominent figure in cloud computing, has finalized a deal to acquire Jigsaw, a wiki-style business contact database, for Read more Service Cloud with AI-Driven Intelligence Salesforce Enhances Service Cloud with AI-Driven Intelligence Engine Data science and analytics are rapidly becoming standard features in enterprise applications, Read more

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January 9, 2025in Data, Salesforce
Integrate Digital Delivery and Human Connection
21Dec

Types of Salesforce Integration

Types of Salesforce Integration: A Comprehensive Guide As a leading CRM platform, Salesforce is often required to integrate with other systems to deliver a seamless experience and ensure efficient business operations. Whether it’s syncing data, automating workflows, or enabling real-time communication, Salesforce provides robust integration methods tailored to various needs. In this guide, we’ll explore the different types of Salesforce integrations, their practical applications, and how to choose the right approach for your business. Why Integrate Salesforce? Integrating Salesforce with other systems empowers businesses to: Types of Salesforce Integration 1. Data Integration Ensures data consistency between Salesforce and external systems, enabling seamless synchronization. 2. Process Integration Links workflows across systems, ensuring actions in one system trigger automated processes in another. 3. User Interface (UI) Integration Combines multiple applications into a single interface for a unified user experience. 4. Application Integration Connects Salesforce with external apps for real-time data exchange and functional synchronization. 5. Real-Time Integration Facilitates instant synchronization of data and events between Salesforce and external systems. 6. Batch Integration Processes large data volumes in chunks, typically during off-peak hours. 7. Hybrid Integration Combines multiple integration types, such as real-time and batch, to handle complex requirements. Tools for Salesforce Integration Native Salesforce Tools: Third-Party Tools: Best Practices for Salesforce Integration Conclusion Salesforce integration is essential for streamlining operations and unlocking business potential. With options like data, process, and real-time integration, Salesforce offers the flexibility to meet diverse needs. By adopting the right integration approach and adhering to best practices, businesses can create a unified, efficient ecosystem, enhancing operations and improving customer experience. Whether integrating with ERP systems, marketing tools, or support platforms, Salesforce provides the tools to make integration seamless and impactful. Like Related Posts Salesforce OEM AppExchange Expanding its reach beyond CRM, Salesforce.com has launched a new service called AppExchange OEM Edition, aimed at non-CRM service providers. Read more The Salesforce Story In Marc Benioff’s own words How did salesforce.com grow from a start up in a rented apartment into the world’s Read more Salesforce Jigsaw Salesforce.com, a prominent figure in cloud computing, has finalized a deal to acquire Jigsaw, a wiki-style business contact database, for Read more Service Cloud with AI-Driven Intelligence Salesforce Enhances Service Cloud with AI-Driven Intelligence Engine Data science and analytics are rapidly becoming standard features in enterprise applications, Read more

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December 21, 2024in Data, Enterprise, Marketing Automation, Mulesoft, Salesforce, Salesforce Flow
Agentforce Testing Tool
11Dec

Agentforce Testing Tool

Salesforce Unveils Agentforce Testing Center: A Breakthrough in AI Agent Lifecycle Management Salesforce, the global leader in AI-powered CRM solutions, has announced the Agentforce Testing Center, a first-of-its-kind platform for managing the lifecycle of autonomous AI agents. This innovative solution enables organizations to test AI agents at scale, leveraging synthetic data in secure environments, while ensuring accurate performance and robust monitoring. Designed to meet the unique demands of deploying intelligent AI agents, the Agentforce Testing Center introduces new tools to test, prototype, and optimize AI agents without disrupting live production systems. Core Features of the Agentforce Testing Center Why It Matters Autonomous AI agents represent a paradigm shift in enterprise software, capable of reasoning, retrieving data, and acting on behalf of users. However, ensuring their reliability and trustworthiness requires a robust testing framework that eliminates risks to live systems. The Agentforce Testing Center addresses these challenges by combining: “Agentforce is helping businesses create a limitless workforce,” said Adam Evans, EVP and GM for Salesforce AI Platform. “To deliver this value quickly, CIOs need advanced tools for testing and monitoring autonomous systems. Agentforce Testing Center provides the necessary framework for secure, repeatable deployment.” Customer and Analyst Perspectives Shree Reddy, CIO, PenFed:“With nearly 3 million members, PenFed is dedicated to providing personalized, efficient service. Using Data Cloud Sandboxes, we’re able to test and refine AI agents, ensuring they deliver fast, accurate support that aligns with our members’ financial goals.” Keith Kirkpatrick, Research Director, The Futurum Group:“To instill trust in AI, businesses must rigorously test autonomous agents. Salesforce’s Testing Center enables confidence by simulating hundreds of interaction scenarios, helping organizations deploy AI agents securely and effectively.” Availability A Competitive Edge in AI Lifecycle Management Salesforce’s Agentforce Testing Center sets a new industry standard for testing and deploying AI agents at scale. By providing a secure, scalable, and transparent solution, Salesforce enables businesses to embrace an “agent-first” approach with confidence. As enterprises continue adopting AI, tools like the Agentforce Testing Center will play a critical role in accelerating innovation while maintaining trust and reliability. Like Related Posts Salesforce OEM AppExchange Expanding its reach beyond CRM, Salesforce.com has launched a new service called AppExchange OEM Edition, aimed at non-CRM service providers. Read more The Salesforce Story In Marc Benioff’s own words How did salesforce.com grow from a start up in a rented apartment into the world’s Read more Salesforce Jigsaw Salesforce.com, a prominent figure in cloud computing, has finalized a deal to acquire Jigsaw, a wiki-style business contact database, for Read more Service Cloud with AI-Driven Intelligence Salesforce Enhances Service Cloud with AI-Driven Intelligence Engine Data science and analytics are rapidly becoming standard features in enterprise applications, Read more

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December 11, 2024in Agentforce Platform, Data, Enterprise, Salesforce
agentforce testing center
08Dec

Agentforce Testing Center

Salesforce has launched the Agentforce Testing Center, a groundbreaking tool for testing, deploying, and managing AI agents at scale. This innovative platform uses synthetically generated data to ensure AI agents perform accurate actions and deliver precise responses while providing comprehensive monitoring of usage and feedback. A New Era of AI Testing The Agentforce Testing Center operates within Salesforce’s enterprise-grade platform, integrated seamlessly with Data Cloud. It introduces no-code tools that allow organizations to test AI agents securely in sandbox environments, ensuring minimal risk to live production systems. By enabling robust testing and optimization, this tool helps businesses confidently deploy AI agents tailored to their needs. According to Adam Evans, EVP and GM for the Salesforce AI Platform, the Agentforce Testing Center is a critical tool for modern enterprises: “Agentforce is helping businesses create a limitless workforce. CIOs need tools for testing and monitoring agentic systems. This offering marks the next evolution of lifecycle management, enabling businesses to deploy trusted AI agents in a secure, repeatable way.” Key Capabilities of the Agentforce Testing Center Industry Implications Keith Kirkpatrick, Research Director at The Futurum Group, emphasized the importance of this offering: “To build trust in AI, businesses need robust tools to pressure test autonomous agents. Salesforce’s Testing Center delivers this capability, ensuring AI agents can reason, retrieve data, and adapt effectively.” Enhancing AI Agent Strategies The Agentforce Testing Center’s integration with Salesforce tools like DevOps Center and Change Sets further simplifies deployment workflows. Features like User Acceptance Testing (UAT) and real-time alerts in the Digital Wallet give teams deeper control and visibility into AI performance, ensuring business readiness before live deployment. As Salesforce continues to invest in AI innovation, including recent acquisitions to enhance Data Cloud security, the Agentforce Testing Center positions the CRM leader as a pioneer in responsible and scalable AI deployment. This offering exemplifies how businesses can create a “limitless workforce” while maintaining trust, transparency, and efficiency in AI operations. Like Related Posts Salesforce OEM AppExchange Expanding its reach beyond CRM, Salesforce.com has launched a new service called AppExchange OEM Edition, aimed at non-CRM service providers. Read more The Salesforce Story In Marc Benioff’s own words How did salesforce.com grow from a start up in a rented apartment into the world’s Read more Salesforce Jigsaw Salesforce.com, a prominent figure in cloud computing, has finalized a deal to acquire Jigsaw, a wiki-style business contact database, for Read more Service Cloud with AI-Driven Intelligence Salesforce Enhances Service Cloud with AI-Driven Intelligence Engine Data science and analytics are rapidly becoming standard features in enterprise applications, Read more

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December 8, 2024in Agentforce Platform, Data, Enterprise, Salesforce
Spring 25 Update
06Dec

Spring 25 Update

Get Ready for Salesforce Spring ’25: Key Dates and Insights It’s that time of the Salesforce calendar again—the Salesforce ecosystem is buzzing with anticipation as the Spring ’25 release approaches. Packed with innovative features and updates, this release is set to enhance the customer experience and deliver significant value to all Salesforce users. To make the most of this release, there are two key priorities to focus on: preparing your sandbox and understanding when your instance will be upgraded. When Will Your Salesforce Instance Upgrade to Spring ’25? Knowing when your main Salesforce environment will transition to Spring ’25 is critical. Running tests on key system functions before the upgrade ensures everything continues to operate smoothly. While Salesforce releases are generally seamless, proactive testing is always a good practice. The main release weekends for Spring ’25 are: To pinpoint when your specific instance will upgrade: If you’re unsure of your instance name, you can find it by navigating to Setup > Company Information in your Salesforce org. Spring ’25 Sandbox Preview: Your Testing Opportunity Upgrading your sandbox environment is a vital part of preparing for the Spring ’25 release. This step allows you to test the new features and updates with your unique configurations and data. Salesforce provides two upgrade windows for sandboxes, depending on whether your instance is “Preview” or “Non-Preview.” Most sandboxes are expected to upgrade around January 4, 2025. Using a pre-release org is another option to explore the new features before the sandbox upgrade, but keep in mind that pre-release orgs don’t include your specific configurations. Spring ’25 Pre-Release Orgs Pre-release orgs provide a sneak peek at the Spring ’25 updates. These are an excellent way to get hands-on experience with the new features before they roll out to your environment. Stay tuned for the pre-release org link as it becomes available. Spring ’25 Release Notes: A First Look at New Features Perhaps the most eagerly awaited milestone in the Salesforce release cycle is the publication of the official release notes. These notes provide an in-depth overview of the features and upgrades being rolled out across Salesforce products. We’ll link the release notes here as soon as they’re available—so you can dive into what’s coming and prepare to implement the changes that matter most to your organization. With the Spring ’25 release just around the corner, now’s the time to start planning and testing. By staying ahead of the key dates and leveraging your sandbox preview, you’ll ensure a smooth transition to the latest Salesforce innovations. Like Related Posts Salesforce OEM AppExchange Expanding its reach beyond CRM, Salesforce.com has launched a new service called AppExchange OEM Edition, aimed at non-CRM service providers. Read more The Salesforce Story In Marc Benioff’s own words How did salesforce.com grow from a start up in a rented apartment into the world’s Read more Salesforce Jigsaw Salesforce.com, a prominent figure in cloud computing, has finalized a deal to acquire Jigsaw, a wiki-style business contact database, for Read more Service Cloud with AI-Driven Intelligence Salesforce Enhances Service Cloud with AI-Driven Intelligence Engine Data science and analytics are rapidly becoming standard features in enterprise applications, Read more

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December 6, 2024in Data, Salesforce
Digital Transformation and Security Challenges
29Nov

Digital Transformation and Security Challenges

Agencies Accelerate Digital Transformation Amid Growing Security Demands Federal agencies are ramping up digital transformation initiatives to meet evolving public expectations and comply with mandates like the 21st Century Integrated Digital Experience Act (IDEA). However, securely transitioning to modern platforms like Salesforce requires specialized expertise, as highlighted in a new e-book by Own Company. The push for digital transformation is driven by the need to deliver efficient, modernized citizen services while safeguarding critical data. According to Federal Chief Information Officer Clare Martorana, agencies face a dual challenge: adopting advanced technologies and ensuring compliance with stringent security and regulatory frameworks. Salesforce, a leading SaaS platform, plays a pivotal role in these modernization efforts, offering tools to replace outdated systems and streamline operations. Yet, moving to such platforms involves more than migrating legacy data. Agencies must also address complex security requirements and ensure compliance with government regulations. To support secure transitions, companies like Own Company have emerged as key partners in federal digital transformation. Their solutions focus on secure development, data recovery, and long-term archiving. Tools like “Own Accelerate” enable safe and efficient testing within sandbox environments, while “Own Secure” leverages data classification and zero-trust principles to prevent security vulnerabilities. These measures mitigate risks such as insider threats and configuration errors, ensuring sensitive data remains protected throughout the transition process. Compliance with mandates like the Federal Information Security Management Act (FISMA) and National Institute of Standards and Technology (NIST) protocols remains a top priority. Agencies must safeguard citizen data across services ranging from healthcare to housing assistance while maintaining security and operational efficiency over the data’s lifecycle. Secure backups, compliance audits, and controlled data access are essential for building trust and resilience. As agencies incorporate AI into their operations, robust data strategies are becoming even more critical. AI-driven tools rely on accurate, real-time data for effective training and decision-making. Own’s backup and archiving solutions help agencies unlock data for AI applications while managing compliance and controlling storage costs. Ultimately, successful digital transformation requires more than adopting new technologies — it demands a careful balance of modernization, security, cost-efficiency, and alignment with agency missions. By acting decisively and addressing these challenges, federal agencies can meet rising public expectations while maintaining compliance and security. Like1 Related Posts Salesforce OEM AppExchange Expanding its reach beyond CRM, Salesforce.com has launched a new service called AppExchange OEM Edition, aimed at non-CRM service providers. Read more The Salesforce Story In Marc Benioff’s own words How did salesforce.com grow from a start up in a rented apartment into the world’s Read more Salesforce Jigsaw Salesforce.com, a prominent figure in cloud computing, has finalized a deal to acquire Jigsaw, a wiki-style business contact database, for Read more Service Cloud with AI-Driven Intelligence Salesforce Enhances Service Cloud with AI-Driven Intelligence Engine Data science and analytics are rapidly becoming standard features in enterprise applications, Read more

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November 29, 2024in Data, Salesforce, Technology

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