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My web site previously offered several categories of an indoor type of product, which have since been permanently discontinued. We do still offer a full line of the outdoor type of these products. The usage is quite different (indoor vs. outdoor), and customers looking for the indoor variety are not likely to be immediately interested in the outdoor ones. But the pages for the discontinued categories and products have built up significant page authority and rank quite well even for more generic searches which are not indoor or outdoor specific. I am interested in opinions on what approach to take for the discontinued category pages and product pages. Currently, the discontinued pages are accessible by direct link, but have been removed from the site's navigation menus and on-site search. The pages include some messaging for visitors to inform that we no longer offer this type of product, with some links to active categories. We can remove these pages and serve a 404 error page. Or, we can redirect these pages to the outdoor product category (but all would have to be redirected to a single category, as the specific outdoor categories and products don't map logically to specific indoor ones). Or, we can keep as-is. I am interested in opinions on approach, either between these options above, or other alternatives.

We are seeing the following trend in our rankings and traffic after the recent Google algorithm updates (May 2015 quality/phantom, and July 2015 Panda), and I am curious if anyone here has encountered similar and/or has any good ideas on how to react. Background - we operate in a niche segment, but compete for keywords with large home improvement stores and mass retailers. In the past, prior to May 2015, we generally ranked higher than the large home improvement stores and mass retailers for our key specific terms in our niche. We believed that it was because we have a very specialized focus and so our store was highly relevant for someone searching in that niche (for example for the name of the product category as a keyword). In general, we ranked #1-3. Along with a few of our competitors in our niche. And then would be the big box home improvement stores in spots 5-10. The change we saw starting in May is that now all the home improvement stores and also a few large multi-category retailers took over those top 5 spots and bumped all the specialty retailers and the specialty brand manufacturers (like us) down. Our direct competitors in our niche all seem to have been impacted pretty much the same as us. So, in summary it seems like these latest updates may have favored the more general retailers but with stronger domain authority than the more specific but smaller retailers. Hard to know for sure, but this is the trend we believe we see. So, that said, what are some good strategies to respond to this situation? We can't really compete on overall domain authority with these huge retailers. And our previously successful strategy of having a very focused niche, with lots of helpful content, videos, instructional guides, etc. no longer seems to be enough. Has anyone else seen similar results since this past May? Where specialty retail or brand sites lost ground to larger general retailers? And if so, has anyone found any good strategies to gain back their previous rankings, or at least partially?