This part of the Easter Retail Report looks in depth at consumer behaviour around the long weekend. This year, we asked consumers which is their favourite Easter egg, and the research also revealed that supermarket own-brands are losing out.
This document provides a summary of weekly news in the packaged groceries industry. Key highlights include:
- A.S. Watson reported flat revenue for the first half of the year, with growth in its health and beauty segment. It plans to expand its store network globally.
- Applegreen acquired seven service areas and one filling station from Carsley Group to expand its UK presence on major routes like the A1.
- Tesco will stop selling 5p plastic bags and replace them with 10p reusable bags, after a successful trial found this significantly reduced bag usage.
- Retailers like Waitrose, Tesco, M&S, and Sainsbury's held various summer
Will COVID-19 Help the Grinch Steal Christmas This Year? COVID-19 has completely reshaped the world and those effects will continue to be felt this holiday season. With financial turmoil and fears of social interaction — it’s a holiday stage even the Grinch himself couldn’t have imagined. Both consumers and retailers will rely heavily on technology to pivot effectively and retain some sense of normalcy and holiday magic this year.
Download your free whitepaper and gain marketing tips and insights on how you can stay ahead of the curve heading into the holiday rush.
IRI Weekly FMCG News update - w/c 21st November 2016
This document provides a weekly news update on developments in the packaged groceries sector. Key highlights include:
- Nisa's partnership with Center Parcs is strengthening with the redevelopment of a store.
- Dunnes Stores has become Ireland's largest supermarket, increasing its market share.
- Lidl UK has launched a new Twitter campaign to lower product prices based on engagement.
- Kingfisher reported solid third quarter results, with growth in the UK offsetting weakness in France.
This is the full Halloween report from Webloyalty Ireland, looking at the behaviour and attitude of the Irish public towards Halloween. You can also see an infographic and animation on the Webloyalty blog: http://www.webloyaltyblog.ie
Featherdown Farms offers educational family holidays in rural settings. Their target audience is families with children aged 2-15 from urban areas like southeast England. While business did not suffer significantly in the recession, the document outlines opportunities to increase off-season bookings and repeat customers through improved marketing communications. A proposed strategy includes a week-long promotional spectacle in London stations, sponsoring local farmers markets, developing a website and app, and partnering with a national charity to increase brand awareness and promote their values of animal welfare and support of local communities.
IRI's Weekly FMCG News Update - w/c 12th December 2016
• Pantone announces colour of the year 2017
• Spending splurge sees high street hit six year high
• Decline in retail footfall continues
• One Stop launches Christmas gifting promotion
• GB grocery market growth steady as deflation slows
• 74% of shoppers plan to use one of the Big Four for their Christmas shop but still looking for ways to save money
• Co-op poised to give members £15m Christmas present
• UK inflation at two-year high as clothing prices rise
• Social media more important than TV for beauty launches
• Bestway targets forecourt sector with Certas deal
• Pre-Christmas discounts rise to new record
• Amazon makes first commercial delivery using a drone
• P&G publishes first ever Citizenship Report outlining company values
• Pinterest predicts 2017 beauty and style trends
• Lego increases its UK prices as Brexit hits
• First half profits flat at PZ Cussons amid “challenging trading environment” In UK
Webloyalty's report, Christmas Spending & Trends in the UK, looks at attitude and spend of UK consumers towards this festive season.
We also created an animation: https://www.youtube.com/watch?v=XIiEvvrv8U0&feature=youtu.be
- The document provides updates on various news items in the UK grocery market, including Nisa announcing strong social media presence, SPAR confirming a partnership with Holland & Barrett, and Morrisons announcing price cuts and delivering quarterly sales growth.
- Sainsbury's delivered encouraging full-year results, focusing on quality, fair prices, and convenience. However, profits fell as it invested more in these areas.
- Data from Kantar Worldpanel showed that overall UK grocery market growth stalled in April, with all major retailers except Co-op and discounters seeing sales declines. Discounters Aldi and Lidl continued strong double-digit growth.
- The document provides updates on various news items in the UK grocery market, including Nisa announcing strong social media presence, SPAR confirming a partnership with Holland & Barrett, and Morrisons announcing price cuts and delivering quarterly sales growth.
- Sainsbury's delivered encouraging full-year results, focusing on quality, fair prices, and convenience. However, profits fell as it invested more in these areas.
- Data from Kantar Worldpanel showed that overall UK grocery market growth stalled in April, with all major grocers except Co-op seeing sales declines. Discount retailers Aldi and Lidl continued strong double-digit growth.
- Whole Foods plans to expand price promotions and investments to address declining
Ecommerce Marketers Guide to navigating the cost of living crisis in the UK
The document discusses the challenges retailers face in the current economic climate of high inflation and cost of living crisis. It summarizes that consumers, especially those from non-affluent backgrounds, have less disposable income and will cut spending this holiday season. Retailers need to focus on value, loyal customers, genuine deals, and the right messaging to drive sales during this difficult time. Data shows apparel, electronics, toys, and home goods categories will be most affected by spending cuts. Strategies like targeting best customers, building trust, and using insights to optimize communications and offers are recommended for retailers to succeed in the fourth quarter.
The document discusses retail themes for Christmas 2014 that were identified by True Story, a creative agency, after visiting over 300 stores. The four major themes were Emotion & Inspiration, Reward, Convenience, and Personalization. Under Emotion & Inspiration, retailers tried to create an emotional connection with customers through tactile Christmas shops and embracing giving. Reward themes included Black Friday sales, loyalty programs, and social media competitions. Convenience prioritized easy shopping through pop-up stores, technology, and delivery options like click and collect. Personalization grew through customized gifts and customer involvement in campaigns.
• Record Christmas for Irish grocery market with Supervalu regaining No.1 position and Tesco continuing to improve
• Greggs announces strong Q4 results
• PEP&CO expands in Poundland stores
• Cold weather and fresh produce sales drive growth at Waitrose
• Tesco introduces "slow lane" pilot
• Waitrose becomes latest retailer to trial FareShare FoodCloud
• New membership scheme helps drive strong Q4 trading at Co-op
• Pets at Home third quarter performance boosted by strong growth from vet practices
• Iceland launches interactive Facebook Live campaign
• Tesco to deliver in an hour
• Sainsbury's goes 'food dancing' in new ad campaign
• Location key to store selection, study finds
• Aldi and Lidl top YouGov BrandIndex rankings
• Christmas shoppers keep station retailers on track
FMCG Weekly News Update - w/c 14th march 2016Rūta Misiūnaitė
●Retail footfall wanes in February amid ‘Brexit’ fears
●Aldi copies big brand ads for Easter campaign
●Ocado reveals better-than-expected first quarter numbers
●Dunnes close to overtaking Tesco in Ireland
●Sainsbury's delivers first positive LFL growth in over two years
●Weekly sales down at Waitrose and John Lewis
●Boots to clear checkouts of confectionary
●Online market continues strong growth
●Waitrose launches mobile self-scan trial
●Asda to axe several hundred jobs
●Industry attacks Government’s sugar tax plan
●Waitrose launches gardening magazine for customers
●Loyalty scheme launched for ‘Lidlers’
The largest marketplaces like Amazon and eBay have set the tone and pace of customer shipping expectations by offering expedited delivery options at low or no cost to the customer. Optimize your operations this holiday season with our 2020 holiday readiness guide.
IRI's Weekly News Update - w/c 7th august 2017Rūta Misiūnaitė
This document provides a summary of weekly news in the packaged groceries industry. Key highlights include:
- A.S. Watson reported flat revenue for the first half of the year, with growth in its health and beauty segment. It plans to expand its store network globally.
- Applegreen acquired seven service areas and one filling station from Carsley Group to expand its UK presence on major routes like the A1.
- Tesco will stop selling 5p plastic bags and replace them with 10p reusable bags, after a successful trial found this significantly reduced bag usage.
- Retailers like Waitrose, Tesco, M&S, and Sainsbury's held various summer
Will COVID-19 Help the Grinch Steal Christmas This Year? COVID-19 has completely reshaped the world and those effects will continue to be felt this holiday season. With financial turmoil and fears of social interaction — it’s a holiday stage even the Grinch himself couldn’t have imagined. Both consumers and retailers will rely heavily on technology to pivot effectively and retain some sense of normalcy and holiday magic this year.
Download your free whitepaper and gain marketing tips and insights on how you can stay ahead of the curve heading into the holiday rush.
IRI Weekly FMCG News update - w/c 21st November 2016Rūta Misiūnaitė
This document provides a weekly news update on developments in the packaged groceries sector. Key highlights include:
- Nisa's partnership with Center Parcs is strengthening with the redevelopment of a store.
- Dunnes Stores has become Ireland's largest supermarket, increasing its market share.
- Lidl UK has launched a new Twitter campaign to lower product prices based on engagement.
- Kingfisher reported solid third quarter results, with growth in the UK offsetting weakness in France.
Halloween Report from Webloyalty IrelandWebloyaltyIE
This is the full Halloween report from Webloyalty Ireland, looking at the behaviour and attitude of the Irish public towards Halloween. You can also see an infographic and animation on the Webloyalty blog: http://www.webloyaltyblog.ie
Featherdown Farms offers educational family holidays in rural settings. Their target audience is families with children aged 2-15 from urban areas like southeast England. While business did not suffer significantly in the recession, the document outlines opportunities to increase off-season bookings and repeat customers through improved marketing communications. A proposed strategy includes a week-long promotional spectacle in London stations, sponsoring local farmers markets, developing a website and app, and partnering with a national charity to increase brand awareness and promote their values of animal welfare and support of local communities.
• Pantone announces colour of the year 2017
• Spending splurge sees high street hit six year high
• Decline in retail footfall continues
• One Stop launches Christmas gifting promotion
• GB grocery market growth steady as deflation slows
• 74% of shoppers plan to use one of the Big Four for their Christmas shop but still looking for ways to save money
• Co-op poised to give members £15m Christmas present
• UK inflation at two-year high as clothing prices rise
• Social media more important than TV for beauty launches
• Bestway targets forecourt sector with Certas deal
• Pre-Christmas discounts rise to new record
• Amazon makes first commercial delivery using a drone
• P&G publishes first ever Citizenship Report outlining company values
• Pinterest predicts 2017 beauty and style trends
• Lego increases its UK prices as Brexit hits
• First half profits flat at PZ Cussons amid “challenging trading environment” In UK
Webloyalty UK Christmas Retail ResearchWebloyalty UK
Webloyalty's report, Christmas Spending & Trends in the UK, looks at attitude and spend of UK consumers towards this festive season.
We also created an animation: https://www.youtube.com/watch?v=XIiEvvrv8U0&feature=youtu.be
- The document provides updates on various news items in the UK grocery market, including Nisa announcing strong social media presence, SPAR confirming a partnership with Holland & Barrett, and Morrisons announcing price cuts and delivering quarterly sales growth.
- Sainsbury's delivered encouraging full-year results, focusing on quality, fair prices, and convenience. However, profits fell as it invested more in these areas.
- Data from Kantar Worldpanel showed that overall UK grocery market growth stalled in April, with all major retailers except Co-op and discounters seeing sales declines. Discounters Aldi and Lidl continued strong double-digit growth.
- The document provides updates on various news items in the UK grocery market, including Nisa announcing strong social media presence, SPAR confirming a partnership with Holland & Barrett, and Morrisons announcing price cuts and delivering quarterly sales growth.
- Sainsbury's delivered encouraging full-year results, focusing on quality, fair prices, and convenience. However, profits fell as it invested more in these areas.
- Data from Kantar Worldpanel showed that overall UK grocery market growth stalled in April, with all major grocers except Co-op seeing sales declines. Discount retailers Aldi and Lidl continued strong double-digit growth.
- Whole Foods plans to expand price promotions and investments to address declining
Ecommerce Marketers Guide to navigating the cost of living crisis in the UKChris Ailey
The document discusses the challenges retailers face in the current economic climate of high inflation and cost of living crisis. It summarizes that consumers, especially those from non-affluent backgrounds, have less disposable income and will cut spending this holiday season. Retailers need to focus on value, loyal customers, genuine deals, and the right messaging to drive sales during this difficult time. Data shows apparel, electronics, toys, and home goods categories will be most affected by spending cuts. Strategies like targeting best customers, building trust, and using insights to optimize communications and offers are recommended for retailers to succeed in the fourth quarter.
The document discusses retail themes for Christmas 2014 that were identified by True Story, a creative agency, after visiting over 300 stores. The four major themes were Emotion & Inspiration, Reward, Convenience, and Personalization. Under Emotion & Inspiration, retailers tried to create an emotional connection with customers through tactile Christmas shops and embracing giving. Reward themes included Black Friday sales, loyalty programs, and social media competitions. Convenience prioritized easy shopping through pop-up stores, technology, and delivery options like click and collect. Personalization grew through customized gifts and customer involvement in campaigns.
IRI's Weekly News Update - w/c 11th September 2017Rūta Misiūnaitė
Retailer News:
• Co-op teams up with Parkrun
• Applegreen reports jump in half year profits and sales
• Costcutter launches its biggest ever Fresher’s Week campaign
• Promotions drive up sales at Waitrose in latest week
• Lush Cosmetics to move into publishing breaking news
• Morrisons delivers strong H1 sales and profit growth
• Booker growth slows in Q2
• Waitrose delivers solid H1 sales
Category News:
• boohoo takes on Asos with new own-brand beauty collection
• Tyrrells invests £2.5m in first ever TV campaign
• Professor Scrubbington’s secures Boots listings
• Tortilla Wraps, Halloumi and Cambozola cheese now everyday essentials, says Waitrose
Other News:
• Staycation-ing Brits and foreign tourists drive up high street sales
• ‘Consumer confidence dipping’ as high street sales fall again
• Cash is king for British consumers, finds Mintel
• Boots has been named the most visible online beauty retailer
The Golden Rules of launching at ChristmasGareth Evans
The document outlines several key rules for successfully launching new products during the Christmas season:
First, products must have a clear reason for existing beyond just capitalizing on the holidays. They should fulfill a specific consumer need.
Second, brands must identify a central theme or "golden thread" that unites all marketing elements and tells a compelling story.
Third, products must be readily available on store shelves. Launch success depends on customers being able to actually purchase the product. Supply is as important as demand.
Ultimately, launch success comes down to sales teams effectively selling the new product and meeting customer and stakeholder needs on the ground. With limited time during the holidays, a well-thought out strategy is
Posterscope: Supermarket Peep: A Glimpse at UK Shopping Behaviours in the NowPosterscope
Analysis of major GB data sources for grocery retail illustrates the significant changes we have seen in shopping behaviour over the last 6 weeks. It demonstrates when these changes were most profound, where they were happening and indicates that in the most recent weeks that overall retail spend is starting to stabilise. This edition of Posterscope’ Now, Near, Next series looks at Shop in the Now, focussing on the retail winners and losers, the UK as a nation of baking and beer, the change to shopping locally and the need for advertising to be more aware of itself than ever.
Retailer News:
• Tesco moves back into second place in growing Irish grocery market
• AmazonFresh expanded across Hertfordshire and Bedfordshire
• Iceland reports growth for FY 2016/17
• Discount shoppers shift from Labour diehards to Tory voters
• Steinhoff upbeat about Poundland H1 results
• Costco UK results show strong growth in latest year
• Tesco celebrates partnership with British farmers
• Natura Cosmeticos unexpected winner of Body Shop bidding war
Category News:
• Sainsbury’s doubles its range of non-dairy milks
• Dove Men+Care celebrates all father figures in There to Care campaign
Other News:
• Retail sales fell in May despite strong month for supermarkets
• Average grocery basket price continues to fall
• Consumer spending hits 10-month low
• Morrisons fires starting gun on 2017 grocery price war, slashing cost of 800 products
• UK shop prices fall in December but also show first signs of upward trend
• Christmas delivers for The Fragrance Shop as luxury brands dominate
• B&M reports strong sales growth after record Christmas trading
• Nisa sales rise over Christmas as promotions pay off
• Amazon starts Prime Air drone delivery trial in UK
• Boots like-for-likes flat as international profits slip
• Poundland launches first sale
• Disappointing Christmas for high street retailers
• Good Christmas for Midcounties Co-operative’s food stores
Similar to Webloyalty Easter Retail Report 2014 - a focus on consumer behaviour (20)
Understanding the motivations of consumers, in an increasingly complex shopping landscape, is providing a never-ending challenge for brands.
Webloyalty has commissioned this 5Ps of Shopper Motivations Report to investigate current motivations and drivers at both a local and global level. We partnered with Oxford Brookes University, interviewing over 5000 consumers living in Brazil, Denmark, Finland, France, Germany, Italy, Netherlands, Spain, Sweden, Turkey, UK and US, to understand shopping habits and the motivations behind these.
Our research identifies five key categories of Shopper Motivation:
Price Motivated Shoppers
Practicality Motivated Shoppers
Peer Motivated Shoppers
Perk Motivated Shoppers
Personalisation Motivated Shoppers
The Retail Insider Digital Retail Innovations report highlights some of the most interesting technological developments which are taking place in the retail sector. The report contains 50 top innovations from the UK & Ireland and 10 from the rest of the world.
Retailers can significantly increase and diversify their income streams by using their websites to generate secondaryrevenue - revenue that does not come
directly from main product lines of a company - and thus safeguard and increase revenue using their current websites.
Webloyalty has, for the third year running, partnered with Conlumino to produce the Christmas Trends Report investigating consumer spending attitudes and behaviours towards Christmas and Black Friday.
The Retail Insider Digital Retail Innovations report highlights some of the most interesting technological developments which are taking place in the retail sector.
The report contains 50 top innovations from the UK & Ireland and 10 from the rest of the world
This report highlights the increasingly competitive nature
of the retail market, identifying changing consumer
behaviour as a key driver behind this. Consumers today
own much more ‘stuff’ than previous generations, making
it more difficult to persuade them to purchase additional
products. Consumers are also time-pressured, so convenience
and speed has taken priority.
All these factors, combined with supply side considerations - more intense focus on price, a deflationary retail environment and even greater choice - means retail growth will be much harder to achieve over the next ten years. For this reason, it is vital that retailers secure customer loyalty.
Understanding consumers’ behaviour, wants and needs is essential to build this loyalty. This isn’t just about knowing what customers want to buy, but truly understanding how and where they want to buy, their motivations and what they expect from their overall shopping experience.
This also means that retailers need to re-evaluate how to reach customers and reappraise traditional marketing techniques – many of which are still relevant, but are less impactful and influential in today’s environment. This deeper understanding will ultimately help retailers secure loyalty in the era of the unfaithful consumer.
Smartphones and tablets are now widely used for shopping activities, with over 90% of mobile device owners having used their device for some part of the shopping process. While mobile devices offer the ability to shop anywhere, the majority (84%) of mobile shopping is done from home, especially in front of the television. Only a minority use their mobile devices to shop while truly on the move, such as during a commute.
Digital Destinations - How the web is shaping today’s holiday experience for ...Webloyalty UK
In Ireland the usage of digital platforms and services is well established. Does this digital savviness affect the way the Irish book holidays? TNS along with Webloyalty investigate the holiday travel life cycle.
Digital Destinations - How the web is shaping today's holiday experience for ...Webloyalty UK
Digital confidence in the UK is at an all-time high with over 80% of all consumers using the internet. What does this mean for people booking holidays? Webloyalty along with TNS investigate the holiday travel life cycle, exposing interesting opportunities for digitally savvy businesses.
The Connected Consumer Report 2015 from WebloyaltyWebloyalty UK
This is the Connected Consumer report from Webloyalty UK. Looking in detail at the devices people own, and how we use them, the report highlights opportunities for online retailers.
Feel free to use extracts from this report, and mention Webloyalty UK and Conlumino.
http://www.twitter.com/webloyaltyuk
Christmas Retail Infographic from Webloyalty UKWebloyalty UK
The document presents survey results about UK holiday spending and traditions, finding that 64% will have a Christmas meal with family, 81% will eat roast turkey and 56% will eat roast potatoes. It also finds that in total 20% will spend less than £25 on gifts, 20% will spend £25-£99.99, 15% will spend £100-£399.99, and 3% will spend more than £400. The survey was conducted among 2113 nationally representative UK consumers in October 2014.
Webloyalty looks at Halloween in Ireland - an infographicWebloyalty UK
According to a survey of 1503 Irish consumers, 34% plan to take their kids trick or treating on Halloween. 24% plan to carve a pumpkin and 36% plan to buy pumpkins. Regarding spending, 27% plan to spend under €5, 37% plan to spend nothing, and 18% plan to spend €5-€10 on Halloween.
Webloyalty sponsors Digital Retail Innovation ReportWebloyalty UK
The Digital Retail Innovation Report was produced by Retail Insider and sponsored by Webloyalty. Looking at which companies are changing the face of retail, the report reveals exciting propositions for retailers and consumers to keep an eye on.
You can see the videos discussing the report here: https://www.youtube.com/watch?v=gMOD9Fd7cBc&list=PLyPluztjm-CCi7XyyQMLH4zHyy3rKrUv5
This latest summer retail research looks at consumer spend from 2013, to make predictions for spend in 2014. Webloyalty and Conlumino look at what people are buying for their holidays, what they are planning to do, and what they are likely to forget to pack!
Webloyalty Easter Retail Report - an economic update for 2014Webloyalty UK
Looking in depth at the UK economy, this report from Webloyalty and Conlumino reveals predictions for the Easter break. This report is not just interesting for the general public, but provides an insight for retailers around this season.
Holidays and Leisure Habits 2014 - Webloyalty researchWebloyalty UK
- The majority of people (68.3%) took some form of holiday in 2013 and a similar number (68.1%) plan to take a holiday in 2014. Holidays in the UK are down while beach and city breaks abroad are up.
- Most people (84.8%) intend to spend the same or more on holidays in 2014 compared to 2013, with flights/travel and accommodation seeing the largest increases.
- When choosing flights and hotels, price is the top consideration. Reviews from other customers are also important for hotels, outweighing official star ratings.
Webloyalty Travel and Leisure Report 2013: The Consumer ViewWebloyalty UK
Webloyalty's primary research into travel and leisure habits reveals the behaviour of consumers when researching and booking holidays. Webloyalty commissioned Conlumino to carry out the research, and the findings include an overview of how consumers are feeling towards saving money and going abroad or staying at home for their holidays. This research can also be found on the Webloyalty website: www.webloyalty.co.uk/research
Webloyalty regularly shares insight and research from the retail sector on the following channels:
www.twitter.com/webloyaltyuk
www.pinterest.com/webloyalty
www.webloyaltyuk.com
www.webloyalty.co.uk
Amazon Aurora 클러스터를 초당 수백만 건의 쓰기 트랜잭션으로 확장하고 페타바이트 규모의 데이터를 관리할 수 있으며, 사용자 지정 애플리케이션 로직을 생성하거나 여러 데이터베이스를 관리할 필요 없이 Aurora에서 관계형 데이터베이스 워크로드를 단일 Aurora 라이터 인스턴스의 한도 이상으로 확장할 수 있는 Amazon Aurora Limitless Database를 소개합니다.
Amazon DocumentDB(MongoDB와 호환됨)는 빠르고 안정적이며 완전 관리형 데이터베이스 서비스입니다. Amazon DocumentDB를 사용하면 클라우드에서 MongoDB 호환 데이터베이스를 쉽게 설치, 운영 및 규모를 조정할 수 있습니다. Amazon DocumentDB를 사용하면 MongoDB에서 사용하는 것과 동일한 애플리케이션 코드를 실행하고 동일한 드라이버와 도구를 사용하는 것을 실습합니다.
Applications of Data Science in Various IndustriesIABAC
The wide-ranging applications of data science across industries.
From healthcare to finance, data science drives innovation and efficiency by transforming raw data into actionable insights.
Learn how data science enhances decision-making, boosts productivity, and fosters new advancements in technology and business. Explore real-world examples of data science applications today.
How We Added Replication to QuestDB - JonTheBeachjavier ramirez
Building a database that can beat industry benchmarks is hard work, and we had to use every trick in the book to keep as close to the hardware as possible. In doing so, we initially decided QuestDB would scale only vertically, on a single instance.
A few years later, data replication —for horizontally scaling reads and for high availability— became one of the most demanded features, especially for enterprise and cloud environments. So, we rolled up our sleeves and made it happen.
Today, QuestDB supports an unbounded number of geographically distributed read-replicas without slowing down reads on the primary node, which can ingest data at over 4 million rows per second.
In this talk, I will tell you about the technical decisions we made, and their trade offs. You'll learn how we had to revamp the whole ingestion layer, and how we actually made the primary faster than before when we added multi-threaded Write Ahead Logs to deal with data replication. I'll also discuss how we are leveraging object storage as a central part of the process. And of course, I'll show you a live demo of high-performance multi-region replication in action.
Airline Satisfaction Project using Azure
This presentation is created as a foundation of understanding and comparing data science/machine learning solutions made in Python notebooks locally and on Azure cloud, as a part of Course DP-100 - Designing and Implementing a Data Science Solution on Azure.