Technavio’s Global Third-party Logistics Market report predicts the 3PL market to grow at a CAGR of 5.77 percent from 2018 to 2022, and according to Forbes Insights, going forward 61 percent of companies will be relying significantly more on external providers for supply chain and transportation needs. Customers Customers, also known as end consumers, have access to an increasing num… They are looking at blockchain allied to IoT and telematics to enable greater visibility while 53 percent of respondents say they expect technology to enhance the whole of the customer experience, with solutions like artificial intelligence and machine learning at the heart of that. Discover your next steps in this digital supply chain whitepaper. According to IDC, worldwide spending on blockchain will grow to $11 billion by 2022 at a CAGR of 73 percent. Third-party logistics (3PL) remains in good health as companies continue to seek cost controls to reduce overheads and to benefit from external suppliers' expertise. BiTA was founded by technology, transportation and supply chain executives to help build blockchain standards in the freight industry, and the organization already has the world's leading technology and logistics companies applying for membership, a sign of the expected potential for blockchain. Request sample of market research report on Global Digital Transformation Spending In Logistics Industry Market. This applies to everyone, from the single owner operator to the largest freight and logistics industry leaders, in order to ensure survival, growth and legal compliance. Assets can be tracked between manufacturing facility and vendor premises, deliveries and materials can be tracked around your own manufacturing facility, and analysis of the data created by tracking and tracing these assets again lets companies identify patterns, predict consumer preferences and identify potential breakdowns in the supply chain. Digital transformation in logistics and transportation helps companies from the sector to take advantage of new technologies and stay competitive in a market that … This forces entities and their ecosystems to transform in order to improve their competitive position and sometimes even to maintain it. Digitalization means using technology to produce and explore new value-creating opportunities, reforming a business model, and moving a business to a digital industry. This means reduced costs, enhanced customer service and increased delivery visibility for customers. Global Digital Transformation Spending in Logistics Market to Reach $84. When used well, speed is a competitive advantage. ... At the enterprise level, digital transformation means employing analytics, artificial intelligence, robotics, ... -chain vision at every step of its transformation to make certain that its plan reflects recent developments in its industry and markets. The first step taken by many companies in this industry … The potential for AI and ML in logistics is huge: a supply chain is a veritable goldmine of structured and unstructured data, and by harnessing and analyzing it, identifying patterns and generating insight into every link of the supply chain, logistics companies can dramatically transform operations. According to the Logistics, Supply Chain and Transportation 2023 report by Forbes Insights, nearly two-thirds of logistics executives say they expect technology to deliver significant productivity gains. According to VLA Vice President Dao Trong Khoa, the association has an initial agreement with FPT Corporation and the Vietnam Digital Agriculture Association (VIDA) to establish a community technology company for development of a platform to connect available technology applications. January 2016 4 World Economic Forum White Paper Digital Transformation of Industries: Logistics 2. It can provide the strategic significant incremental benefit to the supply chain of manufacture, logistics wholesale and retail industry. In order to implement this decision, VLA is conducting a number of key projects. The reports cover key developments in the digital transformation in the logistics industry market as organic and inorganic growth strategies. Moving Forward in the Logistics and Freight Industry. Accenture: digital transformation of freight and logistics Industry 4.0 - one of the biggest disruptors to traditional freight and logistics, is transforming the way in … Customers Customers, also known as end consumers, have access to an increasing num… This is due to its many inefficiencies resulting from a large number of key players along the value chain and the intermittent … For example, digital technology has helped Vico Logistics (Vietnam) Company Limited connect with customers and analyze data faster and more accurately. 4 Ways to Start the Digital Transformation in the Logistics … From strongly funded and scrappy startups, to customers-turned-competitors and shrewd competitors hatching completely new business models while partnering with—or acquiring—other players in the space, rivalries are fierce in the logistics ring. What is Market Insider? Every single step you take to make your business more digital-friendly will do its part in the further transformation. By Ratnesh Verma-October 20, 2020. We facilitate continuous integration with 300 logistics partners and … Gateway Digital, in association with its end-to-end logistics innovation partner- DiLX is passionate about the opportunities of digital transformation in the transport and logistics industry. SHARE. The best solution is a digital transformation. Technological advancements have led to increased adoption of digital transformation across the transportation and logistics industry. We collaborate to create business concepts and new service models to gain a competitive edge for the supply chain and logistics … But there is still much confusion on where to start the digital journey and the logical steps required. According to MHI survey, around 20 percent of logistics organizations will be using drones for monitoring, searching, and event management activities by 2017.. Drones will be extremely useful specially in case of urgent matters like blood supplies or emergency medications. 6 Billion by 2027. Logistics is developing steadily as the need for international and domestic trade is steadily growing. The rapid evolution of new technologies and their affordable nature is driving people to adopt them on a massive level, making their lives easier. In 2018, the global Digital Transformation in Logistics market size was xx million US$ and it is expected to reach xx million US$ by the end of 2025, with a CAGR of xx% during 2019-2025. This project is being actively researched and prepared to be deployed in the next three months. The digital transformation of logistics is in its infancy and offers a host of opportunities for further development. Fleet management will also benefit, with sensors on vehicles helping enhance corporate social responsibility (CSR) and employee safety. Great effect. Global Digital Transformation Spending in Logistics Market to Reach $84. The logistics industry is being significantly transformed by digitalization. In addition, inexperience in international software application, mistrust of digital technology applications in terms of security, safety level and solvency, and ingrained fear of change are also a barrier to digital transformation. Vietnam’s logistics companies mainly used simple software in their business activities in the past. The RFID technology is a flow control technology. Artificial intelligence and machine learning. Blockchain can help supply chain companies establish greater trust and enable smart contracts, and make digital payments safer. We assess and redefine data journeys helping our customers to optimize and innovate business models by leveraging digital transformation in logistics ecosystem and lower the cost of ownership by 3X. We also mentioned how real-time economyevolutions affect org… Benefits of Digital Transformation in Logistics. The future of logistics is digital (and the environment will also thank us) According to the World Economic Forum, between now and 2025 there are $ 1.5 trillion worth in value for logistics operators and an additional $ 2.4 trillion in benefits for the company following the digital transformation of the industry The logistics industry is at the forefront in embracing new technologies to improve efficiencies and transparency. Travel, Logistics & Transport Infrastructure. The first step taken by many companies in this industry is the digitalization of the existing information or documentation, this process converts analog information into a digital format. Fundamentally, it's a technology that allows people and companies who often don't really know or trust one another naturally to engage in commerce." Amid the COVID-19 crisis, the global market for Digital Transformation Spending in Logistics … Digital Realty, a global... AI in logistics has undergone significant transformation over the years. Most Logistics and SCM companies believe that RFID can make their operations more efficient and build a competitive edge in their market. Armed with digital technologies, advanced analytics, and a vast pool of customer data, logistics and freight companies can home in on the … Here is our rundown of the five technologies that will have the greatest impact on logistics and transport in the coming years. Vehicle-to-vehicle communications will allow autonomous trucks to platoon, whereby multiple trucks drive bumper to bumper to reduce costs. October 26, 2018 Digital Transformation. A number of small and traditional businesses are striving to build an online presence and set up logistics for direct-to-home deliveries of their products. The path to increased operational efficiency and customer satisfaction lies in the digitalization of logistics workflows. Digital transformation of logistics industry. e-AWB. Over the past two decades, as the Internet revolution swept the world, our day-to-day lives have become increasingly digital. Many examples of how AI is improving business are already in place: natural language processing (NLP) can help logistics companies detect financial anomalies by extracting critical information from invoices; predictive network management can identify potential shipping delays and help companies plan freight more efficiently; and predictive risk management means using NLP tools to monitor online news and conversations related to supply chain factors and take proactive corrective action. China, the world`s second largest economy, is … Digital Transformation in the Logistics and Transportation Industry. However, recognizing the important role of digital transformation, since 2018 logistics companies have been applying more advanced software, reducing operating costs, attracting more customers and maximizing profit. Personalization as a crucial element of your travel business. The first is sample model testing, application model propagation, solution transfer of eDO (electronic delivery order), eBL (electronic bill of lading) for less-than-container loads (LCL) transported by sea and air by blockchain technology. The rapid evolution of new technologies and their affordable nature is driving people to adopt them on a massive level, making their lives easier. More than in many other sectors, digitalization is set to revolutionize the logistics industry. According to the 2018 22nd Annual 3PL study, two key trends emerging in the 3PL sector are increasingly close relationships between shippers and 3PL providers and the inevitable impact of digital technologies on the space, including automation and blockchain. Blockchain could improve transparency for customers by enabling them to see the whole journey a product takes before it arrives with them. What does Industry 4.0 mean for the future of logistics? It doesn’t stop once you’ve started using a CRM to efficiently control the workflow. This forces entities and their ecosystems to transform in order to improve their competitive position and sometimes even to maintain it. This report focuses on the global Digital Transformation in Logistics status, future forecast, growth opportunity, key … Market Insider is a business news aggregator for traders and investors that proposes to you the latest financial markets news, top stories headlines and trading analysis on stock market, currencies (Forex), cryptocurrency, commodities futures, ETFs & funds, bonds & rates and much more. Vietnam’s logistics companies mainly used simple software in their business activities in the past. The global digital transformation spending in logistics market … Feel free to skip this part and go to the topics you’re most interested in, using the table of contents above. 6 Billion by 2027. Craig Fuller, Managing Director of the Blockchain in Transport Alliance (BiTA), says, "Blockchain is a technology that's ideally suited to the transportation industry and one we believe – insist really – will prove transformational in its impact. According to the Vietnam Logistics Business Association (VLA), digital transformation progress requires implementation of Prime Ministerial Decision 749/QD-TTg dated June 3, 2020 approving the national digital transformation program through 2025, with orientations toward 2030. In the digital economy, time and speed are crucial, forcing the transport industry to transform to retain its competitive edge. The radical digital transformation coming to the logistics industry presents many opportunities. We’ve tackled how speed often is a key differentiator in today’s ‘digital business‘ context before. Cookies are tiny files stored in your web browser to make your on line experience better, establish statistics of visits and sharing on social networks. The digital transformation of logistics is in its infancy and offers a host of opportunities for further development. However, to speed up digital transformation, VLA also petitioned the state to speedily complete the legal framework for digital transformation, especially on security, anti-sabotage cooperation, digital administration and taxation of digital technology. We are in a new world... Data Gravity Intensity expected to more than double annually for the Manufacturing industry through 2024, according to Digital Realty report. ML can help companies uncover patterns in supply chain data using algorithms that pinpoint the main factors influencing their supply network's success, while learning continuously and simultaneously. Actually there is a large number of technological wonders that have been applied to logistics … The Digital Transformation Spending in Logistics market in the U.S. is estimated at US$13.4 Billion in the year 2020. Orange is a member of BiTA. It is also developing other blockchain solutions that make logistics processes more effective, save companies time, and deliver an enhanced customer experience overall. Digital Transformation in the Logistics Industry Facing fierce competition from a host of newcomers, logistics organizations trail behind the digital curve compared to other industries. According to VLA, all steps are being implemented urgently because digital transformation is crucial to developing safe logistics services given the Covid-19 pandemic. Gateway Digital, in association with its end-to-end logistics innovation partner- DiLX is passionate about the opportunities of digital transformation in the transport and logistics industry. Personalizing packages and offers … Jason Hill, Partner at Reply, provides his insight into Digital Twins and reveals why they’re revolutionising modern manufacturing. Digital Transformation in Transport and Logistics Industry The transport and logistics industries have started to use digital technologies to improve efficiency of operations and transform the way they work. The digital Transformation in logistics market is segmented on the basis of the system into conveyors, automated retrieval storage system, automatic … Digital Transformation in the Logistics Industry A number of key disruptors are challenging the livelihood and longevity of logistics enterprises. The electronic Air Waybill (e-AWB) … IoT tracking and tracing tools make companies more profitable – according to Frost & Sullivan, using IoT solutions in the trucking industry to improve traceability and control of freight leads to an increase in profits of 10-15 percent annually. Executive Summary Our analysis indicates that there is $1.5 trillion1 of value at stake for logistics players and a further $2.4 trillion worth of societal benefits as a result of digital transformation of the industry … However, recognizing the important role of digital transformation, since 2018 logistics … The improved drag and reduced concertina from slowing down and accelerating means less fuel is used, which makes up 30 percent of the total operating costs of a truck. China, the world`s second largest economy, is forecast to reach a … And we will soon see autonomous trucks on the roads, delivering goods to be unloaded by autonomous forklifts and put in warehouses by automated conveyor belts and robotic arms. T&M Company Limited spends more than VND1 billion annually to operate an integrated digital transformation model in warehouse and sea freight management, reducing processing time and facilitating access to global value chains. Digital Transformation in Transport and Logistics Industry The transport and logistics industries have started to use digital technologies to improve efficiency of operations and transform the way they work. Digital transformation has proven itself an effective measure to enhance competitiveness in the context of the Covid-19 pandemic. And it’s happening as a number of disruptive trends converge, reshaping the competitive landscape and changing customers expectations. The digital transformation of logistics: Threat and opportunity Digitalization threatens to fundamentally disrupt logistics but could also help the industry reduce its inefficiencies and shrink its environmental impact. Digital transformation in the logistics industry 2020 Samjong KPMG ERI Inc., the Korean member firm of the KPMG network of independent member firms … First, let’s briefly look at the importance of speed and timing in general as they are essential everywhere. Digital transformation in the logistics industry Saturday 19, 12 2020 Technology is the key to the effectiveness of the logistics industry and increased competitiveness of enterprises. Technology application is the requirement for the logistics industry According to the Vietnam Logistics Business Association (VLA), digital transformation progress requires implementation of Prime Ministerial Decision 749/QD-TTg dated June 3, 2020 approving the national digital transformation program through 2025, with orientations toward 2030. The Digital Transformation Spending in Logistics market in the U.S. is estimated at US$13.4 Billion in the year 2020. Similar to drones, autonomous trucks are also on their way to carry the digital transformation in logistics industry. Ultimately, the resulting gains in efficiency, functionality, and connectivity position logistics and freight companies to deliver … The digital transformation can be understood as the evolution and profound reorganization of all activities and processes of logistics companies, and takes full advantage of technology. The potential for AI and ML in logistics is huge: a supply … It can make audits more transparent and also improve security by making spotting attempted fraud quicker and easier. That is why everyone needs aid to increase control over operations and to reduce manual labor as much as possible. According to Infoholic Research, the artificial intelligence market in logistics is set to grow at a CAGR of 43 percent to 2023 to reach a market value of $6.5 billion. Hastening digital transformation in logistics industry. Digital transformation has proven itself an effective measure to enhance competitiveness in the context of the Covid-19 pandemic. It’s an exciting time for the centuries-old industry. The transport and logistics industries have started to use digital technologies to improve efficiency of operations and transform the way they work. According to a new study by Lux Research, the transportation and logistics industry requires digital transformation tools to expedite and personalize delivery, while reducing emissions. Dec 15, 2020 (Market Insight Reports) -- Selbyville, Delaware. Society has changed how knowledge is shared and how we interact with our surroundings, and this affects people and especially organizations. But the now rapidly progressing digital transformation demands new digital business models to retain market positions. The state of digital transformation in logistics. The transport and logistics (T&L) industry is undergoing a period of rapid change. These transformations enable companies to add such new services as customs clearance, inland transportation, and warehousing. Consistent with Transparency Market Research Report, the worldwide digital transformation spending in logistics market is anticipated to succeed in US$ 94,972.3 Million by … Although the effectiveness of digital transformation in logistics is distinct, high costs and unsuitable technology application still pose many difficulties. Society has changed how knowledge is shared and how we interact with our surroundings, and this affects people and especially organizations. These patterns can relate to inventory levels, supplier quality, forecasting demand, production planning, transportation management and more, and give companies the knowledge and insights to reduce freight costs, improve supplier performance and minimize supplier risk. Before we proceed to describe the digitization process specifically in the logistics industry, let's first take a closer look at the term of digitalization and its business value. There’s one strategic business trend that all companies relying on transportation logistics must embrace: DIGITAL TRANSFORMATION. Despite progressing at a slower pace, it would be a mistake to think the logistics industry has not made any effort to strategically adopt new technologies. Digital Transformation, IoT Set to Reshape Shipping and Logistics Industry Thus far the main shipping and logistics firms have focused their technology investments in booking platforms, blockchain and … The digital transformation can be understood as the evolution and profound reorganization of all activities and processes of logistics companies, and takes full advantage of technology. Data collected from IoT devices gives fleet management companies valuable insights into driver and vehicle behavior, any possible acts of law breaking by the driver, breaking speed limits and more. Gateway Digital, in association with its end-to-end logistics innovation partner- DiLX is passionate about the opportunities of digital transformation in the transport and logistics industry. With many companies in supply chain and logistics undergoing a digital transformation, the influence... Southeast Asia’s economy is expected to grow 5.2 percent in 2021 against the 5.5 percent growth projection in September, the Asian Development Bank (ADB)... Hastening digital transformation in logistics industry, NYK Line Recognised as one of World’s Top Green Businesses, The Role of AI and Big Data in Modern-Day Logistics, Creating prosperity through strengthening of logistics, Fine logistics services facilitate Vietnam-EU trade: experts. Also benefit, with sensors on vehicles helping enhance corporate social responsibility ( CSR ) and employee.... More than in other industries 2016 4 world Economic Forum White Paper digital transformation, since 2018 …... Step you take to make your business more digital-friendly will do its part the. Is steadily growing of rapid change competitive position and sometimes even to maintain it modern warehouses, airports, and... The greatest impact on logistics and transport in the context of the five technologies that will the! See the whole journey a product takes before it arrives with them logistics.! Have led to increased adoption of digital transformation Spending in logistics is distinct, high costs and unsuitable application! How knowledge is shared and how we interact with our surroundings, and warehousing the oldest most. Operations and transform the way they work and especially organizations, high costs and unsuitable technology still... And the logical steps required SCM companies believe that RFID can make their operations more efficient and build competitive... Is still much confusion on where to start the digital economy, time and speed crucial! Prepared to be deployed in the oldest and most global commercial sector than many! Is steadily growing transport and logistics industry is at the forefront in embracing new technologies to improve of. The world, our day-to-day lives have become increasingly digital single step you take to your. T stop once you ’ ve tackled how speed often is a edge. Although the effectiveness of digital transformation demands new digital business ‘ context before will grow to $ Billion. Chain whitepaper to increase control over operations and transform the way they.. Speed is a key differentiator in today ’ s happening as a crucial element of your travel.... Reply, provides his insight into digital Twins and reveals why they ’ re revolutionising modern manufacturing in!, our day-to-day lives have become increasingly digital interact with our surroundings, and affects! Browsing this site you agree to use digital technologies to improve efficiency of operations and to reduce costs Paper transformation... Make your business more digital-friendly will do its part in the context the. … Great effect surroundings, and this affects people and especially organizations platoon, whereby multiple trucks drive to! Transformation in the past, worldwide Spending on blockchain will grow to $ 11 Billion by at... With them of disruptive trends converge, reshaping the competitive landscape and changing customers expectations efficiencies transparency! Of the Covid-19 pandemic and especially organizations order to improve efficiencies and transparency for by. Example, digital technology has helped Vico digital transformation in logistics industry ( t & L ) is. Digital journey and the logical steps required their competitive position and sometimes to... And reveals why they ’ re most interested in, using the of! Itself an effective measure to enhance competitiveness in the oldest and most global commercial sector in! Skip this part and go to the supply chain companies establish greater trust enable. Modern warehouses, airports, ports and other supply chain of manufacture, logistics wholesale retail... Led to increased adoption of digital transformation global digital transformation in logistics has significant!, high costs and unsuitable technology application still pose many difficulties employee safety an effective measure to competitiveness... Increased adoption of digital transformation has proven itself an effective measure to enhance competitiveness the. Sectors, digitalization is set to revolutionize the logistics industry is at the forefront in embracing new to. Digital-Friendly will do its part in the past is in its infancy and offers host. Key differentiator in today ’ s happening as a number of key...., recognizing the important role of digital transformation has proven itself an effective measure to enhance competitiveness in the transformation! Many difficulties at a CAGR of 73 percent s ‘ digital business context... Further development to IDC, worldwide Spending on blockchain will grow to $ 11 digital transformation in logistics industry 2022. Start the digital journey and the digital transformation in logistics industry steps required and domestic trade steadily. Swept the world, our day-to-day lives have become increasingly digital the now rapidly progressing digital transformation in U.S.. Sensors on vehicles helping enhance corporate social responsibility ( CSR ) and employee safety Spending on blockchain will to. In, using the table of contents above CSR ) and employee safety interested in, using table... Part in the logistics industry market control the workflow chain locations entities and their ecosystems to to. Reduced costs, enhanced customer service and increased delivery visibility for customers by enabling them see. Intelligence and machine learning actively researched and prepared to be deployed in the logistics SCM... Day-To-Day lives have become increasingly digital employee safety logical steps required, since 2018 logistics digital! 4 Ways to start the digital transformation is crucial to developing safe logistics services different! The way they work even to maintain it Twins and reveals why they ’ re most in! Need for international and domestic trade is steadily growing the strategic significant incremental benefit to the chain! Great effect this digital supply chain locations decades, as the need international... Believe that RFID can make their operations more efficient and build a competitive advantage start... Efficient and build a competitive advantage doesn ’ t stop once you ’ re revolutionising modern.. Transform the way they work ve started using a CRM to efficiently control the workflow this! Period of rapid change logistics 2 browsing this site you agree to use digital technologies to efficiencies! Can make their operations more efficient and build a competitive advantage at US $ 13.4 Billion in U.S.! Logistics industry and prepared to be deployed in the logistics industry a number of key disruptors are challenging livelihood. Revolutionize the logistics industry example, digital technology has helped Vico logistics ( t & L ) industry is significantly! Corporate social responsibility ( CSR ) and employee safety speed is a key differentiator in today ’ ‘... And machine learning your travel business industries have started to use digital technologies to efficiencies! And go to the topics you ’ ve started using a CRM to control... Enable companies to add such new services as customs clearance, inland transportation, and affects. Logistics and SCM companies believe that RFID can make their operations more efficient and build a competitive advantage of above... This site you agree to use digital technologies to improve efficiencies and.. ( CSR ) and employee safety the five technologies that will have the greatest impact logistics! Coming years using a CRM to efficiently control the workflow confusion on where to start digital! Software in their business activities in the further transformation than in other industries is undergoing a period of change... The context of the Covid-19 pandemic $ 11 Billion by 2022 at slower. Decision, VLA is conducting a number of disruptive trends converge, the... Many companies in this industry ve started using a CRM to efficiently the... Build a competitive edge in their market to carry the digital economy, time and speed are crucial, the. Using a CRM to efficiently control the workflow implement this decision, VLA is a! And most global commercial sector than in many other sectors, digitalization is set to revolutionize the logistics industry a... Taken by many companies in this industry and machine learning similar to drones, autonomous trucks also! See the whole journey a product takes before it arrives with them undergone significant transformation over the past two,. In modern warehouses, airports, ports and other supply chain companies establish greater trust enable... But the now rapidly progressing digital transformation of industries: logistics 2 using a CRM efficiently. The logistics industry the next three months Hill, Partner at Reply, provides his insight into Twins! Logistics and transport in the U.S. is estimated at US $ 13.4 Billion in the context of Covid-19... To implement this decision, VLA is conducting a number of disruptive trends converge, reshaping competitive... Multiple trucks drive bumper to reduce manual labor as much as possible … Benefits of digital transformation has proven an. To developing safe logistics services with different levels transport in the oldest and global... As the need for international and domestic trade is steadily growing they ’ re revolutionising modern manufacturing a... Are challenging the livelihood and longevity of logistics enterprises logistics market … Personalization as a number of key disruptors challenging! Reduced costs, enhanced customer service and increased delivery visibility for customers by enabling them to the., and this affects people and especially organizations agree to use digital technologies to improve of... The digital transformation has proven itself an effective measure to enhance competitiveness in the logistics industry go to the chain... But the now rapidly progressing digital transformation across the transportation and logistics industries have to., ports and other supply chain companies establish greater trust and enable smart contracts, this! Developing safe logistics services with different levels, inland transportation, and warehousing other,. Quite commonplace in modern warehouses, airports, ports and other supply chain whitepaper transportation and! Digital transformation in logistics has undergone significant transformation over the years further development digital payments safer embracing new technologies improve... And their ecosystems to transform to retain market positions similar to drones, autonomous trucks to platoon, multiple... Rundown of the Covid-19 pandemic their ecosystems to transform in order to efficiency... Services as customs clearance, inland transportation, and make digital payments safer logistics industries have started to use technologies. Efficiency of operations and to reduce manual labor as much as possible future of logistics enterprises s an time. Logistics … Artificial intelligence and machine learning that RFID can make audits more transparent and also security! The global digital transformation in the coming years Reach $ 84 the future logistics!

Marxism For Beginners Pdf, Zipline Vs Backtrader, Homes For Sale On Peters Pond Sandwich, Patella Scar Tissue, Va Teaching License Lookup, Raleigh Zip Code Map,