50 WMS Rollouts in 12 Months: How My Small Team Did the Impossible As someone who's spent years in the trenches of supply chain technology, I thought I'd seen it all. Then 2025 happened, and my team proved that "impossible" is just a word people use before they meet the right crew. Last year, we rolled out 50 WMS applications across multiple DCs. That's more than 4 DCs a month, back-to-back, with zero room for error. And here's the kicker: we did it with a small team. How did we pull this off? Three things made all the difference: Ruthless standardization: We built repeatable playbooks that turned chaos into choreography. Every rollout followed the same proven framework, eliminating guesswork and cutting implementation time by weeks. Empowered expertise: My team isn't just skilled - they're autonomous problem-solvers who own their work. When you trust people to make decisions, they rise to the occasion every single time. Client collaboration: We didn't just implement systems; we became extensions of our clients' teams. Their success was our success, and that partnership mindset kept everyone aligned and moving fast. The results speak for themselves: 💠 25% faster go-lives than industry average 💠 30% better system performance post-launch 💠 Zero major rollback incidents across all 50 sites Here's what I learned: speed doesn't mean cutting corners. It means having the right people, the right process, and the relentless commitment to excellence. If you're staring down a multi-site WMS implementation and wondering if it's even possible, let's connect. (Link in Bio) Because I've got a team that's proven it is - and we're just getting started
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ETL, ELT, and Reverse ETL are three core processes in data integration, each serving a distinct purpose and suited to different needs. - 𝗘𝗧𝗟 (𝗘𝘅𝘁𝗿𝗮𝗰𝘁, 𝗧𝗿𝗮𝗻𝘀𝗳𝗼𝗿𝗺, 𝗟𝗼𝗮𝗱): This is the traditional approach. Data is extracted from multiple sources, transformed to fit the target system’s requirements, and then loaded into a data warehouse or lake. ETL is ideal for centralized data analysis and reporting, where data needs to be structured and ready for quick querying. - 𝗘𝗟𝗧 (𝗘𝘅𝘁𝗿𝗮𝗰𝘁, 𝗟𝗼𝗮𝗱, 𝗧𝗿𝗮𝗻𝘀𝗳𝗼𝗿𝗺): A newer approach, ELT flips the sequence. Data is extracted and loaded directly into the target system before any transformations take place. This allows transformations to be processed in parallel, improving scalability. ELT is commonly used in large-scale data processing and machine learning applications where raw data needs to be accessed quickly. - 𝗥𝗲𝘃𝗲𝗿𝘀𝗲 𝗘𝗧𝗟: Unlike ETL and ELT, Reverse ETL pulls data from a data warehouse or lake and loads it into operational systems, like CRM or marketing automation platforms. This approach is about "activating" data—making insights available directly within tools that drive customer engagement and business decisions. 𝗪𝗵𝗲𝗻 𝘁𝗼 𝗨𝘀𝗲 𝗘𝗮𝗰𝗵 𝗔𝗽𝗽𝗿𝗼𝗮𝗰𝗵 - 𝗘𝗧𝗟 is suitable for integrating data for analysis in data warehouses or lakes, especially for reporting and BI. - 𝗘𝗟𝗧 is beneficial when handling large datasets for machine learning or analytics, where flexibility and processing speed are critical. - 𝗥𝗲𝘃𝗲𝗿𝘀𝗲 𝗘𝗧𝗟 is perfect for bringing insights from your data warehouse into operational tools, empowering teams in marketing, sales, and customer service to act on data. Choosing the right method depends on your goals, data volume, and system capabilities.
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𝗧𝗵𝗲 𝗘𝗧𝗟 𝗚𝘂𝗶𝗱𝗲 𝗜 𝗪𝗶𝘀𝗵 𝗜 𝗛𝗮𝗱 𝗪𝗵𝗲𝗻 𝗜 𝗦𝘁𝗮𝗿𝘁𝗲𝗱 Everyone talks about ETL like it’s just a 3-step process — but in the real world, it’s multi-layered, failure-prone, and mission-critical. Today, I’m sharing something special: ✅ A detailed ETL Pipeline Guide (used in real teams) ✅ A set of 20 handpicked ETL Interview Questions from real interviews — beginner to advanced Inside the PDF: • What does an end-to-end ETL pipeline look like? • Tools used across ingestion, orchestration, and transformatio • Best practices for real-time vs batch • Interview Qs like: → How do you debug a broken pipeline? → What’s your approach to schema evolution? → How do you implement SCD Type 2? This is NOT theory — it’s what gets asked and what gets built in real roles. Download the free PDF here & let me know your thoughts 👇 Follow the tag → #reeltorealdata to stay tuned with the complete series. 👉 Learn more about Data Engineering with Pooja Jain! #data #engineering #datamining #bigdata #analytics
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🚀 Excited to share my latest project: a fully autonomous Smart Warehouse Management System built using the Agent Communication Protocol (ACP)! This innovative system features four intelligent agents InventoryBot, OrderProcessor, LogisticsBot, and WarehouseManager working seamlessly together to manage stock, schedule deliveries, and handle reorders, all through standardized, real-time communication. 🌟 What is ACP? ACP is a framework that enables autonomous agents to communicate effectively using structured messages with defined performatives (e.g., ASK, REQUEST_ACTION, TELL, CONFIRM). It ensures clear, reliable interactions, making it ideal for complex systems like smart warehouses where coordination is key. 🌟 How It Works: Scenario 1: Stock Alert & Reorder - The OrderProcessor checks stock levels with InventoryBot and triggers reorders to maintain minimum availability (e.g., reordering to fill low laptop stock). Scenario 2: Delivery Scheduling - The WarehouseManager directs LogisticsBot to schedule deliveries of goods, with LogisticsBot confirming the schedule including a tracking ID for transparency. Scenario 3: Low Stock Management - InventoryBot alerts the WarehouseManager of low stock (e.g., 5 tablets), prompting a confirmation that 15 tablets are needed; the WarehouseManager then requests OrderProcessor to place an order for 15 tablets, with OrderProcessor confirming via a PO number. The interactive frontend visualizes these interactions, complete with a Statistics dashboard (e.g., total messages: 6, active conversations: 3, registered agents: 4) to monitor performance, making it perfect for real-world adoption. 🏭Impact on Logistics: This solution transforms the logistics industry by reducing manual oversight, optimizing stock levels, and streamlining delivery schedules. With real-time data and automated reordering, warehouses can operate 24/7, cut costs, and improve customer satisfaction key drivers in today’s fast-paced supply chain. This showcase how AI and ACP can revolutionize warehouse management. Check out the demo video to see it in action!
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📍Warehouse automation = a robotics conversation. 📦🤖 Penske Logistics is a strong example of how automation is moving into a more mature phase, where the focus is not only on deploying technology, but on improving the full process architecture behind warehouse operations. ⭐️ From a process improvement perspective, AMRs are the ideal tools for material-flow optimization tool. In a traditional warehouse, material flow often depends on people reacting to the next task, searching for inventory, moving carts, staging product, waiting for equipment, or responding to bottlenecks manually. AMRs help convert that environment into a more controlled flow system. The stronger model is not “robots replacing people.” The stronger model is: 🔹 WMS assigns the work 🔹 AMRs move material through the process 🔹 AI helps prioritize and optimize tasks 🔹 Visibility platforms monitor performance 🔹 Associates focus on exceptions, quality, problem solving, and continuous improvement That is where Penske’s automation efforts become interesting. Penske has been highlighting a broader technology stack that includes AMRs, robotic systems for warehouse picking and material handling, autonomous forklifts, drones for inventory and inspection, AI/ML, agentic AI, yard automation, ClearChain, and Supply Chain Insight. The process improvement opportunity sits at the intersection of all of these systems. 🤝🏻 An automotive example is Penske’s work with Ford Motor Company, where Penske served as lead logistics provider and applied Six Sigma methods to centralize inbound materials handling across Ford’s North American manufacturing network. The documented improvements included 10 Order Dispatch Centers, approximately 1,200 trailers moving through the ODC network per day, trucks running at about 95% capacity, a 15% reduction in plant inventory, supplier training, carrier performance measurement, and real-time visibility into delivery status and routing. The leadership layer matters. 🔹 Jeff Jackson, President of Penske Logistics, brings the operational lens. 🔹 Chirag Patel, Senior Vice President of Logistics Technology, is closely tied to logistics IT, ClearChain, and technology innovation. 🔹 Brad Liddie, Senior Vice President of Operations, is directly relevant to distribution center management. 🔹 Andrew Moses, Senior Vice President of Solutions and Sales Strategy, brings the engineering solutions and strategy perspective. Success factors: 📊 Process flow analysis 📊 Facility simulation 📊 Labor and MHE utilization studies 📊 Integration with WMS and yard systems 📊 KPI visibility 📊 Pilot testing 📊 ROI validation before scaling Warehouses will turn into adaptive systems, where people, robots, data, and process engineering work together around one goal: Better flow. Better visibility. Better execution. ⚙️ #WarehouseAutomation #SupplyChain #Robotics Timuçin Kip Note: all public info.
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RF Framework Series: Integration of RF Device with SAP EWM Integrating RF (Radio Frequency) devices with SAP EWM (Extended Warehouse Management) enables real-time warehouse operations such as picking, putaway, inventory counting, and goods movement. Below is a structured approach for RF device integration with SAP EWM: 1. Prerequisites SAP EWM System: Ensure EWM is properly configured and activated. RF Devices: Handheld scanners, forklift-mounted RF terminals, or voice-picking devices. SAP ITSmobile: Configured for rendering RF transactions on mobile devices. Wi-Fi Connectivity: Reliable network coverage in the warehouse. Warehouse Process Mapping: Define processes like picking, putaway, and replenishment. 2. Key Steps for RF Device Integration A. Configure SAP ITSmobile for RF Transactions ITSmobile enables browser-based RF screens in SAP EWM. Transaction: /SCWM/RFUI – SAP RF Framework. Define RF transactions under: SCWM/RFUI (RF Menu) SCWM/RF_MENU (RF Process Assignment) B. Set Up RF Queues and Work Assignments RF queues are configured to direct tasks to warehouse operators. Use Transaction: /SCWM/QUEUE Assign work based on: Activity Area Storage Type Priority User groups C. Enable SAP EWM Mobile Transactions Standard RF transactions include: Inbound Process: Receiving, Putaway, Quality Inspection Outbound Process: Picking, Packing, Staging, Shipping Internal Movements: Replenishment, Inventory Counting Transaction: /SCWM/MOBGUI D. Customize RF Screens Using SAP Personas or UI5 (Optional) ITSmobile screens can be modified for usability improvements. SAP Fiori UI5 apps can replace ITSmobile for a modern UX. 3. Communication Between RF Device and SAP EWM RF devices communicate via Wi-Fi with the SAP EWM backend. ITSmobile renders RF screens in HTML format. SAP GUI for HTML is used to process RF transactions. SAP EWM automatically updates stock levels and warehouse tasks. 4. Testing and Go-Live Unit Testing: Validate RF transactions. Integration Testing: Ensure real-time updates in SAP EWM. User Training: Educate warehouse operators. Go-Live Support: Monitor RF system performance. 5. Benefits of RF Integration with SAP EWM ✔️ Real-time Inventory Management ✔️ Faster and Error-Free Transactions ✔️ Improved Warehouse Productivity ✔️ Seamless Tracking & Traceability ✔️ Optimized Labor Utilization Would you like details on custom RF developments or SAP Fiori alternatives for RF transactions? Please let me know in the comments.
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What you are looking at in this video is the future of autonomous intralogistics. In the formal robotics industry, these are known as Intelligent Skids, Double-Runner AMR Systems, or Under-Pallet Autonomous Mobile Robots (AMRs). But in the field, I personally like to call them - Robotic Forks. We have been analyzing and designing multiple warehouse use cases for this decentralized architecture. If you are looking to deploy them, here is my honest assessment of where they shine and where they fall short. The Best Use Case: Truck Loading & Cross-Docking Because these units feature an omnidirectional, zero-turn-radius drive concept, they require zero maneuvering room. They slide directly into standard Euro-pallets from any angle and can transport them straight into the tight constraints of a shipping container or truck trailer without needing a wide turning radius. The Biggest Limitation: No Double Stacking It is critical to call out that these units cannot double-stack products or lift pallets into high-bay racking. With a maximum lifting height of just 50-60mm, they are designed strictly for flat, ground-level horizontal transport. They are meant to complement, not entirely replace, your high-reach forklift fleet. This technology is evolving incredibly fast, and the operational metrics prove it: Payload Capacity: Each dual-runner unit handles up to 1,200-1,400 kg depending on different providers. Operational Speed: Average travel speeds of 1.2-2.1 m/s Battery Lifecycle: A quick 30-minute charge delivers up to 7 hours of continuous operational runtime. Space Savings: By eliminating traditional forklift maneuvering lanes, they can slash floor space requirements by 40% to 75%. Automation isn't about finding one machine to do everything; it’s about deploying the right tool for the right zone. Have you considered deploying under-pallet AMRs in your facility? Let's discuss in the comments! Follow Alvis Lazarus A for more warehouse automation related insights! #Logistics #Automation #Robotics #AMR #SupplyChain #WarehouseAutomation #Intralogistics
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Top 10 Logistics Terms That Are Often Misunderstood 1. Bill of Lading (BL) -Not a freight invoice. ❌ -It’s a receipt and title of goods. ✅ 2. Freight Forwarder Not the transporter. ❌ They arrange and coordinate the shipment. ✅ 3. Carrier The company that actually transports the cargo. ✅ 4. Customs Broker Not a freight forwarder. ❌ They only handle customs clearance. ✅ 5. Incoterms Not payment terms. ❌ They define roles, responsibilities, and risks in international trade. ✅ 6. Lead Time Not transit time. ❌ It’s the total time from order to delivery. ✅ 7. Demurrage vs Detention Demurrage: Cargo stuck inside the port (charges for delay at port). ✅ Detention: Container held outside the port (charges for late return). ✅ 8. CIF vs FOB FOB (Free on Board): Buyer controls freight from port onward. ✅ CIF (Cost, Insurance, and Freight): Seller controls freight + insurance till destination port. ✅ 9. HS Code (Harmonized System Code) Not just a customs number. ❌ It’s a global product classification system. ✅ 10. 3PL vs 4PL 3PL: Handles warehousing and shipping. ✅ 4PL: Manages entire supply chain operations, including 3PLs. ✅
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📍The world of international shipping is packed with abbreviations and acronyms that might seem overwhelming at first. Yet, mastering these terms is crucial for success in logistics and supply chain management. Whether you're coordinating shipments, handling customs, or negotiating contracts, understanding these acronyms can save time, reduce errors, and enhance collaboration with global partners. Here’s a quick guide to some of the most common acronyms in international shipping: Shipping Terms: 1. FOB – Free On Board 2. CIF – Cost, Insurance, and Freight 3. EXW – Ex Works 4. DAP – Delivered At Place 5. DDP – Delivered Duty Paid Transport and Freight: 6. LCL – Less than Container Load 7. FCL – Full Container Load 8. BOL – Bill of Lading 9. AWB – Air Waybill 10. TEU – Twenty-foot Equivalent Unit Customs and Compliance: 11. HS CODE – Harmonized System Code 12. T/T – Telegraphic Transfer 13. C/O – Certificate of Origin 14. ISF – Importer Security Filing 15. GRI – General Rate Increase Time and Tracking: 16. ETA – Estimated Time of Arrival 17. ETD – Estimated Time of Departure 18. POD – Port of Discharge 19. POL – Port of Loading 20. ATD – Actual Time of Departure Why It Matters 📦 Knowing these acronyms ensures you’re on the same page with global partners. 💡 Avoid costly mistakes in documentation, compliance, or transportation. 🌐 Improve communication across borders for seamless operations. As someone passionate about logistics and supply chain management, I’m constantly learning and staying updated on these terms. If you’re navigating this field, make sure you have a glossary handy and keep refining your knowledge! Let’s discuss: What shipping acronyms have you found most useful in your career? Drop them in the comments! #Logistics #InternationalShipping #SupplyChain #CustomsCompliance #GlobalTrade