Online grocery shopping (OGS) or electronic grocery shopping (EGS) refers to the practice of purchasing food and other essential domestic commodities via e-commerce websites or mobile applications [
30]. While e-commerce of various products such as fashion and consumer electronics has been on the rise for several years and has gained significant acceptance among German consumers [
31], the online grocery market developed very slowly until the COVID-19 crisis and almost 80% of German consumers have never used OGS before [
4,
10,
32]. For example, online grocery retailing held less than 1% of the total grocery retail market share until 2015, and only increased slightly to 1.4% by 2019. This is also considerably weaker in comparison to other European countries such as France or UK with a share of 6% and 7% in the same period [
33].
Nevertheless, OGS has recorded a commendable average growth rate of 18.6% over the period from 2011 to 2019 in Germany [
32,
34]. Furthermore, consumer acceptance towards online food retailing was progressively increasing [
35]. According to a 2018 survey conducted by PwC [
36], the typical consumer who intends to buy groceries online in the next 12 months is a male full-time employee, between 35 and 44 years old and has an above-average salary, which is similar to other countries [
37,
38]. Further, shelf-stable food items like pasta and confectionery products are particularly favored by consumers. Still, there is a certain degree of hesitation towards purchasing fresh products. Additionally, elderly were rarely buying groceries online [
10,
28].
The rather below-average market share in Germany compared to other European countries like UK, Sweden and the Netherlands [
8,
37] may be attributed to the country’s dense store network and the fact that supermarkets are easily accessible within a few minutes for its inhabitants [
12,
39]. Discounters and supermarkets dominate the German grocery market, which is largely controlled by four major brick-and-mortar players: the EDEKA Group, REWE Group, Schwarz Group with Lidl and Kaufland, and ALDI Group. Together, these companies hold a significant 76% share of the total grocery sales volume [
40]. With €0.5 billion online sales revenue in 2022, REWE is the leading online grocery store followed by Flaschenpost (specialized on beverages), Amazon / Amazon Fresh and the frozen food home service bofrost [
41].
Over the years, the evolution of OGS has led to the emergence of various types of operations, which can be distinguished from one another according to different criteria such as the delivery option, the ordering and payment modalities or the storage location. Preceding the delivery stage, the goods may be located in a retail store, a warehouse or at the producer’s premises. Dederichs & Dannenberg [
7] distinguish three business models and three distribution mechanisms for German online grocery retailers. The business models are complementary (hybrid) e-commerce, pure e-commerce, and combined (or cooperating) e-commerce [
7,
42]. In the realm of hybrid commerce, commonly known as complementary e-commerce, retailers such as REWE or EDEKA with EDEKA24 possess both a logistics warehouse and a physical branch structure for conducting online retailing operations alongside traditional brick-and-mortar retailing. Even though discounter dominate the grocery market, they do not offer groceries through their online channels (except for wine or some limited drugstore items and pet supply). Online pure players (e.g. Flaschenpost, Amazon Fresh) exclusively offer and sell their products and services via the Internet. Combined or cooperating e-commerce (e.g. Marktschwärmer) includes online marketplaces and jointly operated platforms with different forms of co-operations such as joint procurement, marketing or sales. The delivery mechanisms can be divided into own home delivery logistics, click & collect models, and third party delivery (shipping) models [
7,
43]. In the first approach, the grocers handle the delivery themselves (e.g. REWE, Flaschenpost, Amazon or bofrost), while in the second, the customers personally pick up their purchases (e.g. REWE). Finally, the third approach involves a service provider who ships the goods to the customer (e.g. EDEKA with Bringman).
With the COVID-19 outbreak, there were several lockdowns in 2020 and 2021 in Germany. Restaurants and canteens were closed and cooking at home became more important [
44,
45]. Gradual easing of the restrictions began end of April 2021 until March 2022. For instance, depending on the incidence number, persons with a vaccination card or proof of recovery and in some cases those with negative polymerase chain reaction (PCR) or antigen rapid test results were allowed to visit local retailers, restaurants, cinemas, etc. again. Grocery shops were excluded from closures and access restrictions during the whole time. But people had to wear FFP2-masks and in some cases the number of visitors allowed in the shop at the same time was limited [
44].
The accelerated digitization caused by the outbreak of the COVID-19 pandemic, e.g. in the use of digital payment systems and ordering, as well as the emergence of novel business models, such as quick commerce, have lowered the hurdle for a first order in online grocery shopping. As a result, many people started to explore new shopping channels and order more groceries via the Internet [
6,
22]. A study conducted by the digital association Bitkom [
6] revealed that 53% of people living in Germany made their first purchase of food online since the outbreak of the pandemic, although grocery shops were not affected by closures and remained open throughout lockdown times. Furthermore, a noteworthy 26% indicated they occasionally order food online, in contrast to 16% before the pandemic. Studies by [
11,
35] confirm this positive effect on German OGS behavior. Also, 29% of the over 65 years old and 17% of the 50-64 age bracket bought groceries online in 2020 [
21].
In that course, new providers such as Gorillas, Getir or Flink entered the German market with quick commerce. This business model involves fast delivery services for products ordered online within an hour [
46]. In contrast to online pure players and multi-channel retailers, quick commerce strives to fulfill impulsive customer needs and spontaneous buying behavior by offering a comparatively manageable range of products, including consumables such as drinks, snacks, cooking ingredients, drugstore items, and other everyday goods, particularly in large cities and metropolitan areas [
47,
48]. As a result, the OGS sales in Germany more than doubled between 2019 and 2021 [
4,
32,
48,
49].
However, at €6.09 billion in 2022, online grocery retailing accounts for only a small share of 2.9% of the total German grocery market, which is the largest market in Europe with an annual market volume of over €200 billion [
5,
5,
39,
39,
47,
50‐
52]. The situation is similar in relation to the German e-commerce market, which generated a total sales volume of €84.6 billion in 2022 [
5], giving the online grocery market a share of 7.19% for food and beverages. If including the fast-moving consumer goods categories of body care & cosmetics (€ 2.6 billion), drugstore products (€ 0.3 billion), and pet supplies (€ 1.3 billion), the online grocery market share of the total e-commerce retail sales rises to 12.1%.
1
Having a look at the expenditure of Germans, monthly consumer spending on food and beverages totalled €328 per German household in 2022. These product groups accounted for 11.5% of total household consumption expenditure in 2022, which is relatively low compared to the rest of Europe due to rather low food prices [
54,
55]. In comparison, the average online revenue per user for food and beverages amounted to €240 for the entire year. But there are differences between the age groups. For example, the 25-44 age group already spends significantly more on OGS [
56]. Thus, the typical online grocery shopper in Germany falls within the age range of 25–44 living in urban areas with a medium to high household income, and a medium to high education level [
15,
39,
45,
57]. While 65–75 year olds are the least likely to use OGS [
15].
To summarize, it can be said that the role of OGS in Germany is relatively small compared to brick-and-mortar grocery retail, especially among the elderly population. The online sector is dominated by well-known supermarket brands, while lacking a presence from discounters [
14]. Nonetheless, online grocery retail is currently experiencing the highest growth rate within e-commerce, exceeding that of traditional grocery retailers by a significant margin, albeit at a lower pace since 2022 due to subdued demand [
5].
2.2 Drivers and barriers for German online grocery shoppers
Online grocery shopping has been a focus of study for several years. Various theoretical frameworks have been employed to describe OGS behavior and underlying factors for adoption, including the Technology Acceptance Model (TAM) [
58], Unified Theory of Acceptance and Use of Technology (UTAUT) [
59], and Theory of Planned Behavior (TPB) [
29,
60] as the three most commonly used ones [
61]. Factors that influence OGS adoption throughout different countries and contexts include perceived risks, usefulness, and ease-of-use, individual attitudes, social norms, but also framing conditions such as age, gender, and experience.
Similar to other countries [
38,
62‐
64], German online grocery shoppers are characterized by a high affinity for digital channels and tend to be young families who rather live in urban areas and have a medium or higher income [
34,
45,
65,
66]. Main drivers for buying online for German consumers—like consumers worldwide [
61,
67,
68]—are perceived usefulness, convenience/comfort, and economical aspects such as saving time and money. People do not need to leave the house. OGS can save money by eliminating impulse purchases or save time by eliminating the trip to the local store. Thanks to the home delivery option provided by OGS and the independence from opening hours when ordering, consumers are relieved of the inconvenience of physically visiting a brick-and-mortar store for their desired products. In addition, there is no need to wait at the checkout and search for different products in the store, which saves a lot of time, being specifically a driver for families or full-time employees [
10,
65,
68]. German consumers use OGS because of greater product availability and variety, especially of speciality products and brands. Compared to brick-and-mortar stores, online grocers usually have a larger assortment and a more extensive product range. Many also want to reduce stressors such as stress and hassle when shopping in-store (e.g. with small children) or the physical efforts of carrying heavy bags. During the pandemic, consumers preferred to order online, for example, to avoid crowds in physical stores and thus reduce the risk of infection. But also for spontaneous purchases, such as when a certain cooking ingredient is missing, people use OGS. Another driver is transparency. Thus, it is easier and faster to access information online about origin, producer and ingredients or to compare prices [
10,
11,
39,
68‐
70]. Overall, individuals who engage in OGS tend to be more technology and internet savvy and open to innovation [
10,
65,
68,
71].
Therefore, missing digital literacy and experiences as well as technology anxiety are barriers, hindering OGS adoption [
10,
65,
68,
71]. Besides, one of the most common barrier why German consumers do not order food online is the lack of opportunity to check the quality of the products, indicating a significant emphasis on the tactile and olfactory experience but also a lack of trust in the product quality. This is particularly true for perishable products, such as fruits and vegetables, which consumers prefer to inspect personally prior to purchase [
10,
11,
22,
72]. There is also a lack of trust in the e-grocer regarding privacy and data security [
68]. Many prefer the personal contact and the social interaction and enjoy the atmosphere created by pleasant music, lighting and shop design in-store [
73]. As a result, the shopping experience of OGS is perceived as less attractive. Additional hindering factors are high density of supermarkets with comparable extended opening hours, so that together with the inconvenience of higher prices, high delivery costs or high minimum order fee the rather price-sensitive German consumers refrain from OGS [
39]. German consumers lack access to their discounters as they do not sell groceries online. Additionally, rural areas have limited online grocery options, making it more difficult to order groceries online for these consumers [
3,
39]. Other aspects limiting the OGS experience are limited delivery times, waiting for deliveries, or orders not being filled appropriately (e.g. incomplete delivery) [
39]. Furthermore, sustainability concerns related to packaging waste and CO
2 and greenhouse gas emissions, let consumers abandon the online cart [
12,
22,
68].
Germany, like other countries, is facing demographic ageing. While the proportion of the elderly demographic is experiencing a steady increase, the number of younger people is declining significantly. According to the German Federal Statistical Office “the number of people at retirement ages (67 or over) will grow massively in the 2020s and 2030s” [
74]. This trend can be attributed to the rising life expectancy and, at the same time, the decline in the number of births. Although there has been a rejuvenation within the German population over the past decade due to immigration and an increasing birth rate, every second person is currently older than 45 years, and in terms of age groups, the baby boomer generation born between 1955 and 1970 dominates in particular [
75]. Overall, the over-50s make up nearly half of the German population at about 45% [
16]. Thus, the over-50s form an interesting target group for various businesses offering consumer goods and services [
8,
76].
There exist numerous designations for the demographic of elderly consumers, including
Best Agers,
Silver Agers,
Golden Agers,
Senior Citizen, or
Generation 50plus. However, it is to be noted that this is not a homogeneous target group and therefore requires further differentiation based on distinct needs. Thus, in the field of marketing to elderly, there exist a diverse range of typologies which seek to make age more comprehensible and controllable [
28,
77‐
80]. Pompe [
79] divides the 50-plus age group into three core segments: The
Master Consumers segment, oriented towards those aged 50 to 59, comprises active, high-spending, mobile and experience-oriented individuals who are also fun-loving, receptive to novelty and reject age-related stereotypes. The
Maintainers, the second segment, consist of individuals aged 60 to 69 who are financially stable and physically/mentally healthy, rejecting traditional elderly role models. The
Simplifiers, the last segment, target the over-70s, who exhibit more traditional and conservative values. Oeser et al. [
28] have delineated a range of segmentation criteria for the elderly population from existing literature. These include chronological age, perceived/cognitive age, discrepancy age and functional age as well as lifestyles and psychological aspects like attitudes and values. They further investigated elderly German grocery shoppers and, based on a cluster analysis, have put forward seven distinct groups that diverge in their motivations for grocery shopping in general: convenience, indifferent, leisure, assistance-oriented, no frills, product-oriented and service-oriented senior German grocery shoppers; with the first group being the most interested in OGS.
Several studies worldwide found that as people get older, they are less likely to buy groceries online [
38,
62,
81‐
83]. Table
1 provides an overview on selected international studies that provide demographic insights specific to the over-50s. In the Czech context, only one out of ten consumers aged 56 and above showed willingness to purchase groceries online [
38]. On the other hand, those who engage in OGS are more likely to persist in doing so in the future, irrespective of the pandemic [
62,
24] highlight the importance of the in-store experience and social interaction beyond mere food buying activity. Thus, “click & collect” was preferred to home delivery among Swedish elderly. The authors expect elderly to continue shopping online as well as in stores in the future. As shopping groceries online requires new digital competences, user-friendly webshop interfaces and navigation support that emulates the physical shopping experiences are crucial. Similarly, inspirational functions, e.g. for new recipes or food and product discoveries, are also important. In the Norwegian context, elderly choose OGS because of situational factors like health condition, mobility, and proximity to store, while cost, delivery time, and social interaction have less influence [
26]. Only a few of the consumer over-60 in Finland adopted OGS due to the pandemic. But those having concern about their health were slightly more inclined to be adopters compared to others [
63]. In contrast, OGS increased under pandemic conditions in Switzerland among elderly, particularly those aged 70–79 years [
83]. Delivery time is also less crucial for the elderly compared to younger age groups. But overall, Swiss elderly have a lower positive attitude towards OGS. Regarding mobility and proximity to store, retired (aged 60+) Canadians car drivers had a higher probability of OGS compared to those who walk, go by bike or public transport. However, some OGS adopters experienced a tendency to forget things or make mistakes and had worries about finding alternatives for out-of-stock items, as well as the need for planning ahead [
27].
There are only a few studies, particularly academic ones, that provide insights on the OGS among the over-50s in Germany (see Table
2). von Gizycki and Pohlmann [
65] analyzed the digital and in-store grocery shopping behavior in Germany and identified three customer segments regarding usage and acceptance. They concluded that OGS acceptance is not fundamentally attributable to the age. If consumers show technology acceptance and familiarity, the personal benefits are decisive for OGS adoption. However, most of the over-50s participants were part of the conservative technophobe cluster rejecting OGS. Similarly, Deichner et al. [
84], consider the 60+ age group to be the most likely traditional in-store shoppers. Nevertheless, consumer shopping patterns are undergoing a transformation. For example, a third of the over-50s say they are passionate online shoppers. However, only a few have ordered groceries online more frequently since 2020. The results of [
45] are slightly different, with 21% of regular older online shoppers buying groceries online and almost half doing so several times a month. Still, there is a general openness to use OGS and many of the over-50s who have not yet bought food online said they could imagine to do so in the future [
10,
39]. Shaw et al. [
85] were able to confirm convenience and perceived usefulness as positive influencing factors for continuing OGS not only among the younger Germans but also among the over-50s. Lack of time and avoiding crowds in brick-and-mortar stores are the two main reasons people between 55 and 65 purchase groceries online, with a majority of participants preferring the home delivery option and least demand for the click & collect option. Only, Best Agers are most likely to live in smaller cities or in the countryside, where there are fewer OGS offerings [
39].
Taken together, while numerous studies have investigated the overall OGS behavior of German consumers, most provide only limited demographic insights and no specific findings for the over-50s age group, as the selection of academic and non-academic studies in Table
3 shows. Often, this age group is underrepresented in the study group, even though it makes up 45% of the German population. Thus the generation over 50 has yet to be adequately explored. Specifically, there is insufficient knowledge about how the OGS behavior has evolved throughout the recent years shaped by accelerated digitization and about the influencing factors. As a result, the following research hypotheses are proposed.
As studies show [
21,
45], ordering groceries online has increased since 2020 in Germany. Particularly among the more senior population group the offer from online grocers got more popular [
21,
39,
45], which leads to the assumption that:
H1: The willingness to order more groceries online has increased since 2020 among a majority share of people over age 50.
Several studies worldwide have revealed that the older people get, the less likely they are to buy their groceries online. The elderly are less familiar with technology and less active online than younger generations [
24,
37‐
39,
62,
65,
82,
84,
86,
87]. This leads to the following hypothesis:
H2: The experience with OGS among the over-50s decreases with increasing age in this group.
A number of studies have found that customers have concerns regarding the food quality and prefer to “touch and feel” products on site rather than ordering groceries online [
11,
22,
27,
38,
70,
72,
88]. To that end, we assume:
H3: For a majority of those over 50, not being able to check groceries beforehand is a barrier to OGS.
Studies suggest that regional products have gained more importance among consumers [
3,
27,
71,
84,
89]. However, it is unclear if this trend applies to consumers over the age of 50, as age differentiation was not considered.
H4: For a majority of the over-50s the offering of regional products is an incentive to buy groceries online in the future.
Additionally, literature indicates that individuals with higher income tend to purchase groceries online more frequently [
10,
24,
38,
45,
63,
82,
83,
86,
90]. Nevertheless, there is a dearth of information specific to the Generation 50plus.
H5: Individuals over 50 with lower monthly household income tend to order food online less frequently.
The elderly often live in rural areas outside delivery zones of online grocery retailers, limiting their ability to order groceries online [
3,
27,
39,
63]. Thus, we form the following hypothesis:
H6: The frequency of online grocery orders depends on the population size of the target group’s place of residence.Table 1
Selected international OGS studies providing over-50s specific insights
Bezirgani and Lachappelle (2021) [ 27] | Canada | Qualitative interviews | N = 61; 100% \(\ge\)60 years | 26.2% used OGS at least once but didn’t really wanted Aspects for reduced willingness were concerns about product quality, forgetting things, making mistakes, finding alternatives for out-of-stock items, planning ahead, or missing social interaction. Car drivers are more likely to adopt OGS |
Bartok et al. (2021) [ 38] | Czech Republic | Online survey | N = 170; 5.8% \(\ge\)55 years | 1 out of 10 elderly participants used OGS. OGS adopters are most likely male, aged 27–45, and have a higher income |
| Czech Republic | Panel surveys & online survey | N = 877 in 1st survey, N = 773 in 2nd, and N = 195 in 3rd; 27.1% \(\ge\)52 years in 1st survey and 19.8% and 8.2% \(\ge\)55 years in the latter two surveys | COVID-19 accelerated OGS acceptance as well as frequency among elderly |
Jensen et al. (2021) [ 62] | US | Online survey | N = 2000; responsible for shopping groceries for their household aged \(\ge\)18; 31.4% aged 55–89 | Age negatively affects OGS adoption. Elderly OGS adopters are more likely to continue. Primary grocery shoppers are female. Full-time employment, higher education level or children increase OGS. No influence of low income |
Eriksson and Stenius (2022) [ 63] | Finland | Online survey | N = 2568; 22.1% \(\ge\)60 years | 8.8% of the elderly adopted OGS due to the pandemic. Female gender and health concerns positively affects OGS adoption among 45+ years old. OGS adopters are typically aged \(\le\)45, living in the capital region, having higher household size and higher income |
Gomes and Lopes (2022) [ 82] | Portugal | Online survey | N = 358; OGS adopters aged \(\ge\)18; 24.7% \(\ge\)41 years and 64.5% aged 18–30 | Younger age, higher education level, and higher income positively influence OGS experience. Higher satisfaction with OGS increases future OGS intention |
Hansson et al. (2022) [ 24] | Sweden | Qualitative telephone interviews | N = 38; 100% aged 69–97 | “Click & Collect” was preferred to home delivery due to social interaction. User-friendly web-shop interfaces emulating physical shopping experiences as well as inspirational functions found to be crucial |
| Norway | Qualitative telephone/video interviews & online panel with online questionnaire | N = 9 interviews & N = 111 panel participants; 100% aged 62–92 | In-store grocery shopping is preferred. Situational variables like health condition, mobility, proximity to store, cost, delivery time, and social interaction increase elderly’s willingness to OGS |
| Malaysia | Paper-and-pencil & online questionnaire | N = 302; 100% \(\ge\)60 years and OGS non-adopters | Physical mobility, perceived usefulness and ease of use affect elderly’s OGS use intention |
Meister et al. (2022) [ 83] | Switzerland | Stated choice experiment with online survey | N = 1009; buying groceries for themselves; 18.0% 50–59 years, 18.8% 60–69 years, 7.9% 70–79 years, and 1.0% \(\ge\)80 years | Increased OGS frequency under pandemic conditions esp. among 70–79 age group. Lower OGS adoption among elderly in comparison to younger age groups. Delivery time is less crucial for retired people. Higher income has a positive effect on OGS adoption |
Table 2
OGS studies in Germany providing over-50s specific insights
Academic studies |
| Germany | Paper-and-pencil questionnaire | \(N = 412\); 8% \(\ge\)65 years | The group of \(\ge\)65 years and familiar with online shopping shows interest in OGS |
| Germany | Focus group interviews & F2F-/Online survey | \(N = 36\) in focus groups, \(N = 1288\) in survey; 100% \(\ge\)65 years | OGS is rarely used. Segment of convenience shoppers are most interested in OGS |
von Gizycki and Pohlmann (2021) [ 65] | Germany | Online surveys | \(N = 496\) in total; 11.1% \(\ge\)56 years | OGS acceptance not fundamentally attributable to the age. Assuming basic technology acceptance and familiarity, the personal benefits are decisive if outweighing the risks. Most % \(\ge\)56 years olds are part of the conservative technophobe cluster rejecting OGS |
| Germany, Canada, US | Online survey | \(N = 1494\) in total; \(N = 460\) German consumers; 25.4% \(\ge\)57 years | Convenience has an effect on perceived usefulness and usefulness positively influences continuing OGS among elderly Germans |
Non-academic studies |
| Germany | CATI1 | \(N = 1003\); Internet users \(\ge\)16 years | 29% of the \(\ge\)65 year old and 17% of the 50-64 age bracket bought groceries online during COVID-19 pandemic |
Accenture and GfK (2022) [ 66] | Germany | Consumer panel FMCG | 30,000 households | OGS spending increased significantly by 68% among “young families” (\(\le\)39 years) and by 62% among “retired families” (\(\ge\)50 years) from 2019 to 2021. Compared to total annual expenditure; the “older singles” (\(\ge\)60 years) had the largest rise in OGS spending of 54%, but together with “older families” (\(\ge\)50 years and employed) also the lowest part |
Deichner et al. (2022) [ 84] | Germany | CAWI2 | \(N = 1015\); 19.4% aged 50–59, 13% aged 60–69, and 4% \(\ge\)70 | The 60+ age group are most likely traditional in-store shoppers. 29% aged 50–59 and 25% aged 60–69 are passionate online shoppers. Only 9% aged 50–59, 5% aged 60–69, and 4% aged 70+ used increased OGS since the beginning of the pandemic |
| Germany and 20 other European countries | Online survey | \(N = 23{,}394\) in total; \(N = 1500\) German online shoppers from 18 to 70 years | 7–9% of regular e-shoppers aged \(\ge\)55 buy groceries or fresh food/beverages at least once a week and 31–40% 2-3x a month. Most use online shopping for more than 5 years |
Thedens and Hachibiti (2022) [ 39] | Germany | Online survey | \(N = 2500\); from 16 to 65 years | For the 55–65 age bracket: 24% are OGS adopters spending €20–€100 weekly; 41% of the non-adopters intend to use OGS in the future; Lack of time and avoiding crowds are the main drivers for OGS; Most prefer home delivery and click and collect at least; Most live in smaller cities or in the countryside, where there are fewer OGS offerings |
Table 3
Selected OGS studies in Germany without over-50s specific insights
Academic studies |
| Germany, US | Paper-and-pencil & online survey | \(N = 388\); \(N = 239\) German consumers; 30.8 years old on average | N/A |
Piroth et al. (2020) [ 12] | Germany | Expert interviews | \(N = 20\) | N/A |
Brüggemann and Olbrich (2022) [ 35] | Germany | Household panel | \(N = 17{,}766\) households | N/A |
Brüggemann and Pauwels (2022) [ 71] | Germany | Household panel and survey data | \(N = 19{,}625\) households on average per month | OGS households are significantly younger and smaller with fewer children and have a lower income than pure in-store shopping households |
Gruntkowski and Martinez (2022) [ 11] | Germany | Online survey | \(N = 402\); 19.2% aged 50–65 and 69.4% aged 20–35 | N/A |
Non-academic studies |
| Germany | Survey | \(N = 1003\); responsible for shopping groceries for their household, primarily from 18 to 49 years | N/A |
| Germany | Survey | \(N = 1000\); 15% of online shoppers and 20% of in-store shoppers \(\ge\)55 years | The typical consumer who intends to buy groceries online in the next 12 months is a male full-time employee, between 35 and 44 years old and has an above-average salary |
| Germany | CATI1 | \(N = 1054\); online shoppers \(\ge\)14 years | N/A |
| Germany | CATI1 | \(N = 1048\); online shoppers \(\ge\)16 years | N/A |
| Germany, Austria, Switzerland | Online survey | \(N = 3152\) in total; \(N = 1.050\) German consumers of which 39% aged 56-89 | Regular or occasional OGS increases with net income |